diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index ff63f2ac..11db2840 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -11,20 +11,25 @@ assignees: ''
A clear and concise description of what the bug is.
**Please describe your setup**
-- [ ] How did you install letta?
- - `pip install letta`? `pip install letta-nightly`? `git clone`?
+- [ ] How are you running Letta?
+ - Docker
+ - pip (legacy)
+ - From source
+ - Desktop
- [ ] Describe your setup
- What's your OS (Windows/MacOS/Linux)?
- - How are you running `letta`? (`cmd.exe`/Powershell/Anaconda Shell/Terminal)
+ - What is your `docker run ...` command (if applicable)
**Screenshots**
If applicable, add screenshots to help explain your problem.
**Additional context**
Add any other context about the problem here.
+- What model you are using
+
+**Agent File (optional)**
+Please attach your `.af` file, as this helps with reproducing issues.
-**Letta Config**
-Please attach your `~/.letta/config` file or copy paste it below.
---
diff --git a/.github/scripts/model-sweep/conftest.py b/.github/scripts/model-sweep/conftest.py
new file mode 100644
index 00000000..db66a444
--- /dev/null
+++ b/.github/scripts/model-sweep/conftest.py
@@ -0,0 +1,286 @@
+import logging
+import os
+import socket
+import threading
+import time
+from datetime import datetime, timezone
+from typing import Generator
+
+import pytest
+import requests
+from anthropic.types.beta.messages import BetaMessageBatch, BetaMessageBatchRequestCounts
+from dotenv import load_dotenv
+from letta_client import AsyncLetta, Letta
+
+from letta.schemas.agent import AgentState
+from letta.schemas.llm_config import LLMConfig
+from letta.services.organization_manager import OrganizationManager
+from letta.services.user_manager import UserManager
+from letta.settings import tool_settings
+
+
+def pytest_configure(config):
+ logging.basicConfig(level=logging.DEBUG)
+
+
+@pytest.fixture
+def disable_e2b_api_key() -> Generator[None, None, None]:
+ """
+ Temporarily disables the E2B API key by setting `tool_settings.e2b_api_key` to None
+ for the duration of the test. Restores the original value afterward.
+ """
+ from letta.settings import tool_settings
+
+ original_api_key = tool_settings.e2b_api_key
+ tool_settings.e2b_api_key = None
+ yield
+ tool_settings.e2b_api_key = original_api_key
+
+
+@pytest.fixture
+def check_e2b_key_is_set():
+ from letta.settings import tool_settings
+
+ original_api_key = tool_settings.e2b_api_key
+ assert original_api_key is not None, "Missing e2b key! Cannot execute these tests."
+ yield
+
+
+@pytest.fixture
+def default_organization():
+ """Fixture to create and return the default organization."""
+ manager = OrganizationManager()
+ org = manager.create_default_organization()
+ yield org
+
+
+@pytest.fixture
+def default_user(default_organization):
+ """Fixture to create and return the default user within the default organization."""
+ manager = UserManager()
+ user = manager.create_default_user(org_id=default_organization.id)
+ yield user
+
+
+@pytest.fixture
+def check_composio_key_set():
+ original_api_key = tool_settings.composio_api_key
+ assert original_api_key is not None, "Missing composio key! Cannot execute this test."
+ yield
+
+
+# --- Tool Fixtures ---
+@pytest.fixture
+def weather_tool_func():
+ def get_weather(location: str) -> str:
+ """
+ Fetches the current weather for a given location.
+
+ Parameters:
+ location (str): The location to get the weather for.
+
+ Returns:
+ str: A formatted string describing the weather in the given location.
+
+ Raises:
+ RuntimeError: If the request to fetch weather data fails.
+ """
+ import requests
+
+ url = f"https://wttr.in/{location}?format=%C+%t"
+
+ response = requests.get(url)
+ if response.status_code == 200:
+ weather_data = response.text
+ return f"The weather in {location} is {weather_data}."
+ else:
+ raise RuntimeError(f"Failed to get weather data, status code: {response.status_code}")
+
+ yield get_weather
+
+
+@pytest.fixture
+def print_tool_func():
+ """Fixture to create a tool with default settings and clean up after the test."""
+
+ def print_tool(message: str):
+ """
+ Args:
+ message (str): The message to print.
+
+ Returns:
+ str: The message that was printed.
+ """
+ print(message)
+ return message
+
+ yield print_tool
+
+
+@pytest.fixture
+def roll_dice_tool_func():
+ def roll_dice():
+ """
+ Rolls a 6 sided die.
+
+ Returns:
+ str: The roll result.
+ """
+ import time
+
+ time.sleep(1)
+ return "Rolled a 10!"
+
+ yield roll_dice
+
+
+@pytest.fixture
+def dummy_beta_message_batch() -> BetaMessageBatch:
+ return BetaMessageBatch(
+ id="msgbatch_013Zva2CMHLNnXjNJJKqJ2EF",
+ archived_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+ cancel_initiated_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+ created_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+ ended_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+ expires_at=datetime(2024, 8, 20, 18, 37, 24, 100435, tzinfo=timezone.utc),
+ processing_status="in_progress",
+ request_counts=BetaMessageBatchRequestCounts(
+ canceled=10,
+ errored=30,
+ expired=10,
+ processing=100,
+ succeeded=50,
+ ),
+ results_url="https://api.anthropic.com/v1/messages/batches/msgbatch_013Zva2CMHLNnXjNJJKqJ2EF/results",
+ type="message_batch",
+ )
+
+
+# --- Model Sweep ---
+# Global flag to track server state
+_server_started = False
+_server_url = None
+
+
+def _start_server_once() -> str:
+ """Start server exactly once, return URL"""
+ global _server_started, _server_url
+
+ if _server_started and _server_url:
+ return _server_url
+
+ url = os.getenv("LETTA_SERVER_URL", "http://localhost:8283")
+
+ # Check if already running
+ with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
+ if s.connect_ex(("localhost", 8283)) == 0:
+ _server_started = True
+ _server_url = url
+ return url
+
+ # Start server (your existing logic)
+ if not os.getenv("LETTA_SERVER_URL"):
+
+ def _run_server():
+ load_dotenv()
+ from letta.server.rest_api.app import start_server
+
+ start_server(debug=True)
+
+ thread = threading.Thread(target=_run_server, daemon=True)
+ thread.start()
+
+ # Poll until up
+ timeout_seconds = 30
+ deadline = time.time() + timeout_seconds
+ while time.time() < deadline:
+ try:
+ resp = requests.get(url + "/v1/health")
+ if resp.status_code < 500:
+ break
+ except requests.exceptions.RequestException:
+ pass
+ time.sleep(0.1)
+ else:
+ raise RuntimeError(f"Could not reach {url} within {timeout_seconds}s")
+
+ _server_started = True
+ _server_url = url
+ return url
+
+
+# ------------------------------
+# Fixtures
+# ------------------------------
+
+
+@pytest.fixture(scope="module")
+def server_url() -> str:
+ """Return URL of already-started server"""
+ return _start_server_once()
+
+
+@pytest.fixture(scope="module")
+def client(server_url: str) -> Letta:
+ """
+ Creates and returns a synchronous Letta REST client for testing.
+ """
+ client_instance = Letta(base_url=server_url)
+ yield client_instance
+
+
+@pytest.fixture(scope="function")
+def async_client(server_url: str) -> AsyncLetta:
+ """
+ Creates and returns an asynchronous Letta REST client for testing.
+ """
+ async_client_instance = AsyncLetta(base_url=server_url)
+ yield async_client_instance
+
+
+@pytest.fixture(scope="module")
+def agent_state(client: Letta) -> AgentState:
+ """
+ Creates and returns an agent state for testing with a pre-configured agent.
+ The agent is named 'supervisor' and is configured with base tools and the roll_dice tool.
+ """
+ client.tools.upsert_base_tools()
+
+ send_message_tool = client.tools.list(name="send_message")[0]
+ agent_state_instance = client.agents.create(
+ name="supervisor",
+ include_base_tools=False,
+ tool_ids=[send_message_tool.id],
+ model="openai/gpt-4o",
+ embedding="letta/letta-free",
+ tags=["supervisor"],
+ )
+ yield agent_state_instance
+
+ client.agents.delete(agent_state_instance.id)
+
+
+@pytest.fixture(scope="module")
+def all_available_llm_configs(client: Letta) -> [LLMConfig]:
+ """
+ Returns a list of all available LLM configs.
+ """
+ llm_configs = client.models.list()
+ return llm_configs
+
+
+# create a client to the started server started at
+def get_available_llm_configs() -> [LLMConfig]:
+ """Get configs, starting server if needed"""
+ server_url = _start_server_once()
+ temp_client = Letta(base_url=server_url)
+ return temp_client.models.list()
+
+
+# dynamically insert llm_config paramter at collection time
+def pytest_generate_tests(metafunc):
+ """Dynamically parametrize tests that need llm_config."""
+ if "llm_config" in metafunc.fixturenames:
+ configs = get_available_llm_configs()
+ if configs:
+ metafunc.parametrize("llm_config", configs, ids=[c.model for c in configs])
diff --git a/.github/scripts/model-sweep/feature_mappings.json b/.github/scripts/model-sweep/feature_mappings.json
new file mode 100644
index 00000000..6d05de36
--- /dev/null
+++ b/.github/scripts/model-sweep/feature_mappings.json
@@ -0,0 +1,24 @@
+{
+ "Basic": [
+ "test_greeting_with_assistant_message",
+ "test_greeting_without_assistant_message",
+ "test_async_greeting_with_assistant_message",
+ "test_agent_loop_error",
+ "test_step_stream_agent_loop_error",
+ "test_step_streaming_greeting_with_assistant_message",
+ "test_step_streaming_greeting_without_assistant_message",
+ "test_step_streaming_tool_call",
+ "test_tool_call",
+ "test_auto_summarize"
+ ],
+ "Token Streaming": [
+ "test_token_streaming_greeting_with_assistant_message",
+ "test_token_streaming_greeting_without_assistant_message",
+ "test_token_streaming_agent_loop_error",
+ "test_token_streaming_tool_call"
+ ],
+ "Multimodal": [
+ "test_base64_image_input",
+ "test_url_image_input"
+ ]
+}
diff --git a/.github/scripts/model-sweep/generate_model_sweep_markdown.py b/.github/scripts/model-sweep/generate_model_sweep_markdown.py
new file mode 100644
index 00000000..38552a8c
--- /dev/null
+++ b/.github/scripts/model-sweep/generate_model_sweep_markdown.py
@@ -0,0 +1,495 @@
+#!/usr/bin/env python3
+import json
+import os
+import sys
+from collections import defaultdict
+from datetime import datetime
+
+
+def load_feature_mappings(config_file=None):
+ """Load feature mappings from config file."""
+ if config_file is None:
+ # Default to feature_mappings.json in the same directory as this script
+ script_dir = os.path.dirname(os.path.abspath(__file__))
+ config_file = os.path.join(script_dir, "feature_mappings.json")
+
+ try:
+ with open(config_file, "r") as f:
+ return json.load(f)
+ except FileNotFoundError:
+ print(f"Error: Could not find feature mappings config file '{config_file}'")
+ sys.exit(1)
+ except json.JSONDecodeError:
+ print(f"Error: Invalid JSON in feature mappings config file '{config_file}'")
+ sys.exit(1)
+
+
+def get_support_status(passed_tests, feature_tests):
+ """Determine support status for a feature category."""
+ if not feature_tests:
+ return "❓" # Unknown - no tests for this feature
+
+ # Filter out error tests when checking for support
+ non_error_tests = [test for test in feature_tests if not test.endswith("_error")]
+ error_tests = [test for test in feature_tests if test.endswith("_error")]
+
+ # Check which non-error tests passed
+ passed_non_error_tests = [test for test in non_error_tests if test in passed_tests]
+
+ # If there are no non-error tests, only error tests, treat as unknown
+ if not non_error_tests:
+ return "❓" # Only error tests available
+
+ # Support is based only on non-error tests
+ if len(passed_non_error_tests) == len(non_error_tests):
+ return "✅" # Full support
+ elif len(passed_non_error_tests) == 0:
+ return "❌" # No support
+ else:
+ return "⚠️" # Partial support
+
+
+def categorize_tests(all_test_names, feature_mapping):
+ """Categorize test names into feature buckets."""
+ categorized = {feature: [] for feature in feature_mapping.keys()}
+
+ for test_name in all_test_names:
+ for feature, test_patterns in feature_mapping.items():
+ if test_name in test_patterns:
+ categorized[feature].append(test_name)
+ break
+
+ return categorized
+
+
+def calculate_support_score(feature_support, feature_order):
+ """Calculate a numeric support score for ranking models.
+
+ For partial support, the score is weighted by the position of the feature
+ in the feature_order list (earlier features get higher weight).
+ """
+ score = 0
+ max_features = len(feature_order)
+
+ for feature, status in feature_support.items():
+ # Get position weight (earlier features get higher weight)
+ if feature in feature_order:
+ position_weight = (max_features - feature_order.index(feature)) / max_features
+ else:
+ position_weight = 0.5 # Default weight for unmapped features
+
+ if status == "✅": # Full support
+ score += 10 * position_weight
+ elif status == "⚠️": # Partial support - weighted by column position
+ score += 5 * position_weight
+ elif status == "❌": # No support
+ score += 1 * position_weight
+ # Unknown (❓) gets 0 points
+ return score
+
+
+def calculate_provider_support_score(models_data, feature_order):
+ """Calculate a provider-level support score based on all models' support scores."""
+ if not models_data:
+ return 0
+
+ # Calculate the average support score across all models in the provider
+ total_score = sum(model["support_score"] for model in models_data)
+ return total_score / len(models_data)
+
+
+def get_test_function_line_numbers(test_file_path):
+ """Extract line numbers for test functions from the test file."""
+ test_line_numbers = {}
+
+ try:
+ with open(test_file_path, "r") as f:
+ lines = f.readlines()
+
+ for i, line in enumerate(lines, 1):
+ if "def test_" in line and line.strip().startswith("def test_"):
+ # Extract function name
+ func_name = line.strip().split("def ")[1].split("(")[0]
+ test_line_numbers[func_name] = i
+ except FileNotFoundError:
+ print(f"Warning: Could not find test file at {test_file_path}")
+
+ return test_line_numbers
+
+
+def get_github_repo_info():
+ """Get GitHub repository information from git remote."""
+ try:
+ # Try to get the GitHub repo URL from git remote
+ import subprocess
+
+ result = subprocess.run(["git", "remote", "get-url", "origin"], capture_output=True, text=True, cwd=os.path.dirname(__file__))
+ if result.returncode == 0:
+ remote_url = result.stdout.strip()
+ # Parse GitHub URL
+ if "github.com" in remote_url:
+ if remote_url.startswith("https://"):
+ # https://github.com/user/repo.git -> user/repo
+ repo_path = remote_url.replace("https://github.com/", "").replace(".git", "")
+ elif remote_url.startswith("git@"):
+ # git@github.com:user/repo.git -> user/repo
+ repo_path = remote_url.split(":")[1].replace(".git", "")
+ else:
+ return None
+ return repo_path
+ except:
+ pass
+
+ # Default fallback
+ return "letta-ai/letta"
+
+
+def generate_test_details(model_info, feature_mapping):
+ """Generate detailed test results for a model."""
+ details = []
+
+ # Get test function line numbers
+ script_dir = os.path.dirname(os.path.abspath(__file__))
+ test_file_path = os.path.join(script_dir, "model_sweep.py")
+ test_line_numbers = get_test_function_line_numbers(test_file_path)
+
+ # Use the main branch GitHub URL
+ base_github_url = "https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py"
+
+ for feature, tests in model_info["categorized_tests"].items():
+ if not tests:
+ continue
+
+ details.append(f"### {feature}")
+ details.append("")
+
+ for test in sorted(tests):
+ if test in model_info["passed_tests"]:
+ status = "✅"
+ elif test in model_info["failed_tests"]:
+ status = "❌"
+ else:
+ status = "❓"
+
+ # Create GitHub link if we have line number info
+ if test in test_line_numbers:
+ line_num = test_line_numbers[test]
+ github_link = f"{base_github_url}#L{line_num}"
+ details.append(f"- {status} [`{test}`]({github_link})")
+ else:
+ details.append(f"- {status} `{test}`")
+ details.append("")
+
+ return details
+
+
+def calculate_column_widths(all_provider_data, feature_mapping):
+ """Calculate the maximum width needed for each column across all providers."""
+ widths = {"model": len("Model"), "context_window": len("Context Window"), "last_scanned": len("Last Scanned")}
+
+ # Feature column widths
+ for feature in feature_mapping.keys():
+ widths[feature] = len(feature)
+
+ # Check all model data for maximum widths
+ for provider_data in all_provider_data.values():
+ for model_info in provider_data:
+ # Model name width (including backticks)
+ model_width = len(f"`{model_info['name']}`")
+ widths["model"] = max(widths["model"], model_width)
+
+ # Context window width (with commas)
+ context_width = len(f"{model_info['context_window']:,}")
+ widths["context_window"] = max(widths["context_window"], context_width)
+
+ # Last scanned width
+ widths["last_scanned"] = max(widths["last_scanned"], len(str(model_info["last_scanned"])))
+
+ # Feature support symbols are always 2 chars, so no need to check
+
+ return widths
+
+
+def process_model_sweep_report(input_file, output_file, config_file=None, debug=False):
+ """Convert model sweep JSON data to MDX report."""
+
+ # Load feature mappings from config file
+ feature_mapping = load_feature_mappings(config_file)
+
+ # if debug:
+ # print("DEBUG: Feature mappings loaded:")
+ # for feature, tests in feature_mapping.items():
+ # print(f" {feature}: {tests}")
+ # print()
+
+ # Read the JSON data
+ with open(input_file, "r") as f:
+ data = json.load(f)
+
+ tests = data.get("tests", [])
+
+ # if debug:
+ # print("DEBUG: Tests loaded:")
+ # print([test['outcome'] for test in tests if 'haiku' in test['nodeid']])
+
+ # Calculate summary statistics
+ providers = set(test["metadata"]["llm_config"]["provider_name"] for test in tests)
+ models = set(test["metadata"]["llm_config"]["model"] for test in tests)
+ total_tests = len(tests)
+
+ # Start building the MDX
+ mdx_lines = [
+ "---",
+ "title: Support Models",
+ f"generated: {datetime.now().isoformat()}",
+ "---",
+ "",
+ "# Supported Models",
+ "",
+ "## Overview",
+ "",
+ "Letta routinely runs automated scans against available providers and models. These are the results of the latest scan.",
+ "",
+ f"Ran {total_tests} tests against {len(models)} models across {len(providers)} providers on {datetime.now().strftime('%B %dth, %Y')}",
+ "",
+ "",
+ ]
+
+ # Group tests by provider
+ provider_groups = defaultdict(list)
+ for test in tests:
+ provider_name = test["metadata"]["llm_config"]["provider_name"]
+ provider_groups[provider_name].append(test)
+
+ # Process all providers first to collect model data
+ all_provider_data = {}
+ provider_support_scores = {}
+
+ for provider_name in provider_groups.keys():
+ provider_tests = provider_groups[provider_name]
+
+ # Group tests by model within this provider
+ model_groups = defaultdict(list)
+ for test in provider_tests:
+ model_name = test["metadata"]["llm_config"]["model"]
+ model_groups[model_name].append(test)
+
+ # Process all models to calculate support scores for ranking
+ model_data = []
+ for model_name in model_groups.keys():
+ model_tests = model_groups[model_name]
+
+ # if debug:
+ # print(f"DEBUG: Processing model '{model_name}' in provider '{provider_name}'")
+
+ # Extract unique test names for passed and failed tests
+ passed_tests = set()
+ failed_tests = set()
+ all_test_names = set()
+
+ for test in model_tests:
+ # Extract test name from nodeid (split on :: and [)
+ test_name = test["nodeid"].split("::")[1].split("[")[0]
+ all_test_names.add(test_name)
+
+ # if debug:
+ # print(f" Test name: {test_name}")
+ # print(f" Outcome: {test}")
+ if test["outcome"] == "passed":
+ passed_tests.add(test_name)
+ elif test["outcome"] == "failed":
+ failed_tests.add(test_name)
+
+ # if debug:
+ # print(f" All test names found: {sorted(all_test_names)}")
+ # print(f" Passed tests: {sorted(passed_tests)}")
+ # print(f" Failed tests: {sorted(failed_tests)}")
+
+ # Categorize tests into features
+ categorized_tests = categorize_tests(all_test_names, feature_mapping)
+
+ # if debug:
+ # print(f" Categorized tests:")
+ # for feature, tests in categorized_tests.items():
+ # print(f" {feature}: {tests}")
+
+ # Determine support status for each feature
+ feature_support = {}
+ for feature_name in feature_mapping.keys():
+ feature_support[feature_name] = get_support_status(passed_tests, categorized_tests[feature_name])
+
+ # if debug:
+ # print(f" Feature support:")
+ # for feature, status in feature_support.items():
+ # print(f" {feature}: {status}")
+ # print()
+
+ # Get context window and last scanned time
+ context_window = model_tests[0]["metadata"]["llm_config"]["context_window"]
+
+ # Try to get time_last_scanned from metadata, fallback to current time
+ try:
+ last_scanned = model_tests[0]["metadata"].get(
+ "time_last_scanned", model_tests[0]["metadata"].get("timestamp", datetime.now().isoformat())
+ )
+ # Format timestamp if it's a full ISO string
+ if "T" in str(last_scanned):
+ last_scanned = str(last_scanned).split("T")[0] # Just the date part
+ except:
+ last_scanned = "Unknown"
+
+ # Calculate support score for ranking
+ feature_order = list(feature_mapping.keys())
+ support_score = calculate_support_score(feature_support, feature_order)
+
+ # Store model data for sorting
+ model_data.append(
+ {
+ "name": model_name,
+ "feature_support": feature_support,
+ "context_window": context_window,
+ "last_scanned": last_scanned,
+ "support_score": support_score,
+ "failed_tests": failed_tests,
+ "passed_tests": passed_tests,
+ "categorized_tests": categorized_tests,
+ }
+ )
+
+ # Sort models by support score (descending) then by name (ascending)
+ model_data.sort(key=lambda x: (-x["support_score"], x["name"]))
+
+ # Store provider data
+ all_provider_data[provider_name] = model_data
+ provider_support_scores[provider_name] = calculate_provider_support_score(model_data, list(feature_mapping.keys()))
+
+ # Calculate column widths for consistent formatting (add details column)
+ column_widths = calculate_column_widths(all_provider_data, feature_mapping)
+ column_widths["details"] = len("Details")
+
+ # Sort providers by support score (descending) then by name (ascending)
+ sorted_providers = sorted(provider_support_scores.keys(), key=lambda x: (-provider_support_scores[x], x))
+
+ # Generate tables for all providers first
+ for provider_name in sorted_providers:
+ model_data = all_provider_data[provider_name]
+ support_score = provider_support_scores[provider_name]
+
+ # Create dynamic headers with proper padding and centering
+ feature_names = list(feature_mapping.keys())
+
+ # Build header row with left-aligned first column, centered others
+ header_parts = [f"{'Model':<{column_widths['model']}}"]
+ for feature in feature_names:
+ header_parts.append(f"{feature:^{column_widths[feature]}}")
+ header_parts.extend(
+ [
+ f"{'Context Window':^{column_widths['context_window']}}",
+ f"{'Last Scanned':^{column_widths['last_scanned']}}",
+ f"{'Details':^{column_widths['details']}}",
+ ]
+ )
+ header_row = "| " + " | ".join(header_parts) + " |"
+
+ # Build separator row with left-aligned first column, centered others
+ separator_parts = [f"{'-' * column_widths['model']}"]
+ for feature in feature_names:
+ separator_parts.append(f":{'-' * (column_widths[feature] - 2)}:")
+ separator_parts.extend(
+ [
+ f":{'-' * (column_widths['context_window'] - 2)}:",
+ f":{'-' * (column_widths['last_scanned'] - 2)}:",
+ f":{'-' * (column_widths['details'] - 2)}:",
+ ]
+ )
+ separator_row = "|" + "|".join(separator_parts) + "|"
+
+ # Add provider section without percentage
+ mdx_lines.extend([f"## {provider_name}", "", header_row, separator_row])
+
+ # Generate table rows for sorted models with proper padding
+ for model_info in model_data:
+ # Create anchor for model details
+ model_anchor = model_info["name"].replace("/", "_").replace(":", "_").replace("-", "_").lower()
+ details_anchor = f"{provider_name.lower().replace(' ', '_')}_{model_anchor}_details"
+
+ # Build row with left-aligned first column, centered others
+ row_parts = [f"`{model_info['name']}`".ljust(column_widths["model"])]
+ for feature in feature_names:
+ row_parts.append(f"{model_info['feature_support'][feature]:^{column_widths[feature]}}")
+ row_parts.extend(
+ [
+ f"{model_info['context_window']:,}".center(column_widths["context_window"]),
+ f"{model_info['last_scanned']}".center(column_widths["last_scanned"]),
+ f"[View](#{details_anchor})".center(column_widths["details"]),
+ ]
+ )
+ row = "| " + " | ".join(row_parts) + " |"
+ mdx_lines.append(row)
+
+ # Add spacing between provider tables
+ mdx_lines.extend(["", ""])
+
+ # Add detailed test results section after all tables
+ mdx_lines.extend(["---", "", "# Detailed Test Results", ""])
+
+ for provider_name in sorted_providers:
+ model_data = all_provider_data[provider_name]
+ mdx_lines.extend([f"## {provider_name}", ""])
+
+ for model_info in model_data:
+ model_anchor = model_info["name"].replace("/", "_").replace(":", "_").replace("-", "_").lower()
+ details_anchor = f"{provider_name.lower().replace(' ', '_')}_{model_anchor}_details"
+ mdx_lines.append(f'')
+ mdx_lines.append(f"### {model_info['name']}")
+ mdx_lines.append("")
+
+ # Add test details
+ test_details = generate_test_details(model_info, feature_mapping)
+ mdx_lines.extend(test_details)
+
+ # Add spacing between providers in details section
+ mdx_lines.extend(["", ""])
+
+ # Write the MDX file
+ with open(output_file, "w") as f:
+ f.write("\n".join(mdx_lines))
+
+ print(f"Model sweep report saved to {output_file}")
+
+
+def main():
+ input_file = "model_sweep_report.json"
+ output_file = "model_sweep_report.mdx"
+ config_file = None
+ debug = False
+
+ # Allow command line arguments
+ if len(sys.argv) > 1:
+ # Use the file located in the same directory as this script
+ script_dir = os.path.dirname(os.path.abspath(__file__))
+ input_file = os.path.join(script_dir, sys.argv[1])
+ if len(sys.argv) > 2:
+ # Use the file located in the same directory as this script
+ script_dir = os.path.dirname(os.path.abspath(__file__))
+ output_file = os.path.join(script_dir, sys.argv[2])
+ if len(sys.argv) > 3:
+ config_file = sys.argv[3]
+ if len(sys.argv) > 4 and sys.argv[4] == "--debug":
+ debug = True
+
+ try:
+ process_model_sweep_report(input_file, output_file, config_file, debug)
+ except FileNotFoundError:
+ print(f"Error: Could not find input file '{input_file}'")
+ sys.exit(1)
+ except json.JSONDecodeError:
+ print(f"Error: Invalid JSON in file '{input_file}'")
+ sys.exit(1)
+ except Exception as e:
+ print(f"Error: {e}")
+ sys.exit(1)
+
+
+if __name__ == "__main__":
+ main()
diff --git a/.github/scripts/model-sweep/model_sweep.py b/.github/scripts/model-sweep/model_sweep.py
new file mode 100644
index 00000000..c92b9364
--- /dev/null
+++ b/.github/scripts/model-sweep/model_sweep.py
@@ -0,0 +1,786 @@
+import base64
+import json
+import os
+import socket
+import threading
+import time
+import uuid
+from typing import Any, Dict, List
+
+import httpx
+import pytest
+import requests
+from dotenv import load_dotenv
+from letta_client import Letta, MessageCreate, Run
+from letta_client.core.api_error import ApiError
+from letta_client.types import (
+ AssistantMessage,
+ Base64Image,
+ ImageContent,
+ LettaUsageStatistics,
+ ReasoningMessage,
+ TextContent,
+ ToolCallMessage,
+ ToolReturnMessage,
+ UrlImage,
+ UserMessage,
+)
+
+from letta.schemas.agent import AgentState
+from letta.schemas.llm_config import LLMConfig
+
+# ------------------------------
+# Helper Functions and Constants
+# ------------------------------
+
+
+def get_llm_config(filename: str, llm_config_dir: str = "tests/configs/llm_model_configs") -> LLMConfig:
+ filename = os.path.join(llm_config_dir, filename)
+ config_data = json.load(open(filename, "r"))
+ llm_config = LLMConfig(**config_data)
+ return llm_config
+
+
+def roll_dice(num_sides: int) -> int:
+ """
+ Returns a random number between 1 and num_sides.
+ Args:
+ num_sides (int): The number of sides on the die.
+ Returns:
+ int: A random integer between 1 and num_sides, representing the die roll.
+ """
+ import random
+
+ return random.randint(1, num_sides)
+
+
+USER_MESSAGE_OTID = str(uuid.uuid4())
+USER_MESSAGE_RESPONSE: str = "Teamwork makes the dream work"
+USER_MESSAGE_FORCE_REPLY: List[MessageCreate] = [
+ MessageCreate(
+ role="user",
+ content=f"This is an automated test message. Call the send_message tool with the message '{USER_MESSAGE_RESPONSE}'.",
+ otid=USER_MESSAGE_OTID,
+ )
+]
+USER_MESSAGE_ROLL_DICE: List[MessageCreate] = [
+ MessageCreate(
+ role="user",
+ content="This is an automated test message. Call the roll_dice tool with 16 sides and tell me the outcome.",
+ otid=USER_MESSAGE_OTID,
+ )
+]
+URL_IMAGE = "https://upload.wikimedia.org/wikipedia/commons/a/a7/Camponotus_flavomarginatus_ant.jpg"
+USER_MESSAGE_URL_IMAGE: List[MessageCreate] = [
+ MessageCreate(
+ role="user",
+ content=[
+ ImageContent(source=UrlImage(url=URL_IMAGE)),
+ TextContent(text="What is in this image?"),
+ ],
+ otid=USER_MESSAGE_OTID,
+ )
+]
+BASE64_IMAGE = base64.standard_b64encode(httpx.get(URL_IMAGE).content).decode("utf-8")
+USER_MESSAGE_BASE64_IMAGE: List[MessageCreate] = [
+ MessageCreate(
+ role="user",
+ content=[
+ ImageContent(source=Base64Image(data=BASE64_IMAGE, media_type="image/jpeg")),
+ TextContent(text="What is in this image?"),
+ ],
+ otid=USER_MESSAGE_OTID,
+ )
+]
+all_configs = [
+ "openai-gpt-4o-mini.json",
+ # "azure-gpt-4o-mini.json", # TODO: Re-enable on new agent loop
+ "claude-3-5-sonnet.json",
+ "claude-3-7-sonnet.json",
+ "claude-3-7-sonnet-extended.json",
+ "gemini-1.5-pro.json",
+ "gemini-2.5-flash-vertex.json",
+ "gemini-2.5-pro-vertex.json",
+ "together-qwen-2.5-72b-instruct.json",
+ "ollama.json",
+]
+requested = os.getenv("LLM_CONFIG_FILE")
+filenames = [requested] if requested else all_configs
+TESTED_LLM_CONFIGS: List[LLMConfig] = [get_llm_config(fn) for fn in filenames]
+
+
+def assert_greeting_with_assistant_message_response(
+ messages: List[Any],
+ streaming: bool = False,
+ token_streaming: bool = False,
+ from_db: bool = False,
+) -> None:
+ """
+ Asserts that the messages list follows the expected sequence:
+ ReasoningMessage -> AssistantMessage.
+ """
+ expected_message_count = 3 if streaming or from_db else 2
+ assert len(messages) == expected_message_count
+
+ index = 0
+ if from_db:
+ assert isinstance(messages[index], UserMessage)
+ assert messages[index].otid == USER_MESSAGE_OTID
+ index += 1
+
+ # Agent Step 1
+ assert isinstance(messages[index], ReasoningMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "0"
+ index += 1
+
+ assert isinstance(messages[index], AssistantMessage)
+ if not token_streaming:
+ assert USER_MESSAGE_RESPONSE in messages[index].content
+ assert messages[index].otid and messages[index].otid[-1] == "1"
+ index += 1
+
+ if streaming:
+ assert isinstance(messages[index], LettaUsageStatistics)
+ assert messages[index].prompt_tokens > 0
+ assert messages[index].completion_tokens > 0
+ assert messages[index].total_tokens > 0
+ assert messages[index].step_count > 0
+
+
+def assert_greeting_without_assistant_message_response(
+ messages: List[Any],
+ streaming: bool = False,
+ token_streaming: bool = False,
+ from_db: bool = False,
+) -> None:
+ """
+ Asserts that the messages list follows the expected sequence:
+ ReasoningMessage -> ToolCallMessage -> ToolReturnMessage.
+ """
+ expected_message_count = 4 if streaming or from_db else 3
+ assert len(messages) == expected_message_count
+
+ index = 0
+ if from_db:
+ assert isinstance(messages[index], UserMessage)
+ assert messages[index].otid == USER_MESSAGE_OTID
+ index += 1
+
+ # Agent Step 1
+ assert isinstance(messages[index], ReasoningMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "0"
+ index += 1
+
+ assert isinstance(messages[index], ToolCallMessage)
+ assert messages[index].tool_call.name == "send_message"
+ if not token_streaming:
+ assert USER_MESSAGE_RESPONSE in messages[index].tool_call.arguments
+ assert messages[index].otid and messages[index].otid[-1] == "1"
+ index += 1
+
+ # Agent Step 2
+ assert isinstance(messages[index], ToolReturnMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "0"
+ index += 1
+
+ if streaming:
+ assert isinstance(messages[index], LettaUsageStatistics)
+
+
+def assert_tool_call_response(
+ messages: List[Any],
+ streaming: bool = False,
+ from_db: bool = False,
+) -> None:
+ """
+ Asserts that the messages list follows the expected sequence:
+ ReasoningMessage -> ToolCallMessage -> ToolReturnMessage ->
+ ReasoningMessage -> AssistantMessage.
+ """
+ expected_message_count = 6 if streaming else 7 if from_db else 5
+ assert len(messages) == expected_message_count
+
+ index = 0
+ if from_db:
+ assert isinstance(messages[index], UserMessage)
+ assert messages[index].otid == USER_MESSAGE_OTID
+ index += 1
+
+ # Agent Step 1
+ assert isinstance(messages[index], ReasoningMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "0"
+ index += 1
+
+ assert isinstance(messages[index], ToolCallMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "1"
+ index += 1
+
+ # Agent Step 2
+ assert isinstance(messages[index], ToolReturnMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "0"
+ index += 1
+
+ # Hidden User Message
+ if from_db:
+ assert isinstance(messages[index], UserMessage)
+ assert "request_heartbeat=true" in messages[index].content
+ index += 1
+
+ # Agent Step 3
+ assert isinstance(messages[index], ReasoningMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "0"
+ index += 1
+
+ assert isinstance(messages[index], AssistantMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "1"
+ index += 1
+
+ if streaming:
+ assert isinstance(messages[index], LettaUsageStatistics)
+
+
+def assert_image_input_response(
+ messages: List[Any],
+ streaming: bool = False,
+ token_streaming: bool = False,
+ from_db: bool = False,
+) -> None:
+ """
+ Asserts that the messages list follows the expected sequence:
+ ReasoningMessage -> AssistantMessage.
+ """
+ expected_message_count = 3 if streaming or from_db else 2
+ assert len(messages) == expected_message_count
+
+ index = 0
+ if from_db:
+ assert isinstance(messages[index], UserMessage)
+ assert messages[index].otid == USER_MESSAGE_OTID
+ index += 1
+
+ # Agent Step 1
+ assert isinstance(messages[index], ReasoningMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "0"
+ index += 1
+
+ assert isinstance(messages[index], AssistantMessage)
+ assert messages[index].otid and messages[index].otid[-1] == "1"
+ index += 1
+
+ if streaming:
+ assert isinstance(messages[index], LettaUsageStatistics)
+ assert messages[index].prompt_tokens > 0
+ assert messages[index].completion_tokens > 0
+ assert messages[index].total_tokens > 0
+ assert messages[index].step_count > 0
+
+
+def accumulate_chunks(chunks: List[Any]) -> List[Any]:
+ """
+ Accumulates chunks into a list of messages.
+ """
+ messages = []
+ current_message = None
+ prev_message_type = None
+ for chunk in chunks:
+ current_message_type = chunk.message_type
+ if prev_message_type != current_message_type:
+ messages.append(current_message)
+ current_message = None
+ if current_message is None:
+ current_message = chunk
+ else:
+ pass # TODO: actually accumulate the chunks. For now we only care about the count
+ prev_message_type = current_message_type
+ messages.append(current_message)
+ return [m for m in messages if m is not None]
+
+
+def wait_for_run_completion(client: Letta, run_id: str, timeout: float = 30.0, interval: float = 0.5) -> Run:
+ start = time.time()
+ while True:
+ run = client.runs.retrieve(run_id)
+ if run.status == "completed":
+ return run
+ if run.status == "failed":
+ raise RuntimeError(f"Run {run_id} did not complete: status = {run.status}")
+ if time.time() - start > timeout:
+ raise TimeoutError(f"Run {run_id} did not complete within {timeout} seconds (last status: {run.status})")
+ time.sleep(interval)
+
+
+def assert_tool_response_dict_messages(messages: List[Dict[str, Any]]) -> None:
+ """
+ Asserts that a list of message dictionaries contains the expected types and statuses.
+
+ Expected order:
+ 1. reasoning_message
+ 2. tool_call_message
+ 3. tool_return_message (with status 'success')
+ 4. reasoning_message
+ 5. assistant_message
+ """
+ assert isinstance(messages, list)
+ assert messages[0]["message_type"] == "reasoning_message"
+ assert messages[1]["message_type"] == "assistant_message"
+
+
+# ------------------------------
+# Test Cases
+# ------------------------------
+
+# def test_that_ci_workflow_works(
+# disable_e2b_api_key: Any,
+# client: Letta,
+# agent_state: AgentState,
+# llm_config: LLMConfig,
+# json_metadata: pytest.FixtureRequest,
+# ) -> None:
+# """
+# Tests that the CI workflow works.
+# """
+# json_metadata["test_type"] = "debug"
+
+
+def test_greeting_with_assistant_message(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ agent_state: AgentState,
+ llm_config: LLMConfig,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message with a synchronous client.
+ Verifies that the response messages follow the expected order.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ )
+ assert_greeting_with_assistant_message_response(response.messages)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert_greeting_with_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_greeting_without_assistant_message(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message with a synchronous client.
+ Verifies that the response messages follow the expected order.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ use_assistant_message=False,
+ )
+ assert_greeting_without_assistant_message_response(response.messages)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id, use_assistant_message=False)
+ assert_greeting_without_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_tool_call(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message with a synchronous client.
+ Verifies that the response messages follow the expected order.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ dice_tool = client.tools.upsert_from_function(func=roll_dice)
+ client.agents.tools.attach(agent_id=agent_state.id, tool_id=dice_tool.id)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_ROLL_DICE,
+ )
+ assert_tool_call_response(response.messages)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert_tool_call_response(messages_from_db, from_db=True)
+
+
+def test_url_image_input(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message with a synchronous client.
+ Verifies that the response messages follow the expected order.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_URL_IMAGE,
+ )
+ assert_image_input_response(response.messages)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert_image_input_response(messages_from_db, from_db=True)
+
+
+def test_base64_image_input(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message with a synchronous client.
+ Verifies that the response messages follow the expected order.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_BASE64_IMAGE,
+ )
+ assert_image_input_response(response.messages)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert_image_input_response(messages_from_db, from_db=True)
+
+
+def test_agent_loop_error(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message with a synchronous client.
+ Verifies that no new messages are persisted on error.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ tools = agent_state.tools
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config, tool_ids=[])
+ with pytest.raises(ApiError):
+ client.agents.messages.create(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ )
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert len(messages_from_db) == 0
+ client.agents.modify(agent_id=agent_state.id, tool_ids=[t.id for t in tools])
+
+
+def test_step_streaming_greeting_with_assistant_message(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a streaming message with a synchronous client.
+ Checks that each chunk in the stream has the correct message types.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create_stream(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ )
+ chunks = list(response)
+ messages = accumulate_chunks(chunks)
+ assert_greeting_with_assistant_message_response(messages, streaming=True)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert_greeting_with_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_step_streaming_greeting_without_assistant_message(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a streaming message with a synchronous client.
+ Checks that each chunk in the stream has the correct message types.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create_stream(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ use_assistant_message=False,
+ )
+ chunks = list(response)
+ messages = accumulate_chunks(chunks)
+ assert_greeting_without_assistant_message_response(messages, streaming=True)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id, use_assistant_message=False)
+ assert_greeting_without_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_step_streaming_tool_call(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a streaming message with a synchronous client.
+ Checks that each chunk in the stream has the correct message types.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ dice_tool = client.tools.upsert_from_function(func=roll_dice)
+ agent_state = client.agents.tools.attach(agent_id=agent_state.id, tool_id=dice_tool.id)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create_stream(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_ROLL_DICE,
+ )
+ chunks = list(response)
+ messages = accumulate_chunks(chunks)
+ assert_tool_call_response(messages, streaming=True)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert_tool_call_response(messages_from_db, from_db=True)
+
+
+def test_step_stream_agent_loop_error(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message with a synchronous client.
+ Verifies that no new messages are persisted on error.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ tools = agent_state.tools
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config, tool_ids=[])
+ with pytest.raises(ApiError):
+ response = client.agents.messages.create_stream(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ )
+ list(response)
+
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert len(messages_from_db) == 0
+ client.agents.modify(agent_id=agent_state.id, tool_ids=[t.id for t in tools])
+
+
+def test_token_streaming_greeting_with_assistant_message(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a streaming message with a synchronous client.
+ Checks that each chunk in the stream has the correct message types.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create_stream(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ stream_tokens=True,
+ )
+ chunks = list(response)
+ messages = accumulate_chunks(chunks)
+ assert_greeting_with_assistant_message_response(messages, streaming=True, token_streaming=True)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert_greeting_with_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_token_streaming_greeting_without_assistant_message(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a streaming message with a synchronous client.
+ Checks that each chunk in the stream has the correct message types.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create_stream(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ use_assistant_message=False,
+ stream_tokens=True,
+ )
+ chunks = list(response)
+ messages = accumulate_chunks(chunks)
+ assert_greeting_without_assistant_message_response(messages, streaming=True, token_streaming=True)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id, use_assistant_message=False)
+ assert_greeting_without_assistant_message_response(messages_from_db, from_db=True)
+
+
+def test_token_streaming_tool_call(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a streaming message with a synchronous client.
+ Checks that each chunk in the stream has the correct message types.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ dice_tool = client.tools.upsert_from_function(func=roll_dice)
+ agent_state = client.agents.tools.attach(agent_id=agent_state.id, tool_id=dice_tool.id)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+ response = client.agents.messages.create_stream(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_ROLL_DICE,
+ stream_tokens=True,
+ )
+ chunks = list(response)
+ messages = accumulate_chunks(chunks)
+ assert_tool_call_response(messages, streaming=True)
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert_tool_call_response(messages_from_db, from_db=True)
+
+
+def test_token_streaming_agent_loop_error(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message with a synchronous client.
+ Verifies that no new messages are persisted on error.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ last_message = client.agents.messages.list(agent_id=agent_state.id, limit=1)
+ tools = agent_state.tools
+ agent_state = client.agents.modify(agent_id=agent_state.id, llm_config=llm_config, tool_ids=[])
+ try:
+ response = client.agents.messages.create_stream(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ stream_tokens=True,
+ )
+ list(response)
+ except:
+ pass # only some models throw an error TODO: make this consistent
+
+ messages_from_db = client.agents.messages.list(agent_id=agent_state.id, after=last_message[0].id)
+ assert len(messages_from_db) == 0
+ client.agents.modify(agent_id=agent_state.id, tool_ids=[t.id for t in tools])
+
+
+def test_async_greeting_with_assistant_message(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ agent_state: AgentState,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """
+ Tests sending a message as an asynchronous job using the synchronous client.
+ Waits for job completion and asserts that the result messages are as expected.
+ """
+ json_metadata["llm_config"] = dict(llm_config)
+ client.agents.modify(agent_id=agent_state.id, llm_config=llm_config)
+
+ run = client.agents.messages.create_async(
+ agent_id=agent_state.id,
+ messages=USER_MESSAGE_FORCE_REPLY,
+ )
+ run = wait_for_run_completion(client, run.id)
+
+ result = run.metadata.get("result")
+ assert result is not None, "Run metadata missing 'result' key"
+
+ messages = result["messages"]
+ assert_tool_response_dict_messages(messages)
+
+
+def test_auto_summarize(
+ disable_e2b_api_key: Any,
+ client: Letta,
+ llm_config: LLMConfig,
+ json_metadata: pytest.FixtureRequest,
+) -> None:
+ """Test that summarization is automatically triggered."""
+ json_metadata["llm_config"] = dict(llm_config)
+
+ # pydantic prevents us for overriding the context window paramter in the passed LLMConfig
+ new_llm_config = llm_config.model_dump()
+ new_llm_config["context_window"] = 3000
+ pinned_context_window_llm_config = LLMConfig(**new_llm_config)
+
+ send_message_tool = client.tools.list(name="send_message")[0]
+ temp_agent_state = client.agents.create(
+ include_base_tools=False,
+ tool_ids=[send_message_tool.id],
+ llm_config=pinned_context_window_llm_config,
+ embedding="letta/letta-free",
+ tags=["supervisor"],
+ )
+
+ philosophical_question = """
+You know, sometimes I wonder if the entire structure of our lives is built on a series of unexamined assumptions we just silently agreed to somewhere along the way—like how we all just decided that five days a week of work and two days of “rest” constitutes balance, or how 9-to-5 became the default rhythm of a meaningful life, or even how the idea of “success” got boiled down to job titles and property ownership and productivity metrics on a LinkedIn profile, when maybe none of that is actually what makes a life feel full, or grounded, or real. And then there’s the weird paradox of ambition, how we're taught to chase it like a finish line that keeps moving, constantly redefining itself right as you’re about to grasp it—because even when you get the job, or the degree, or the validation, there's always something next, something more, like a treadmill with invisible settings you didn’t realize were turned up all the way.
+
+And have you noticed how we rarely stop to ask who set those definitions for us? Like was there ever a council that decided, yes, owning a home by thirty-five and retiring by sixty-five is the universal template for fulfillment? Or did it just accumulate like cultural sediment over generations, layered into us so deeply that questioning it feels uncomfortable, even dangerous? And isn’t it strange that we spend so much of our lives trying to optimize things—our workflows, our diets, our sleep, our morning routines—as though the point of life is to operate more efficiently rather than to experience it more richly? We build these intricate systems, these rulebooks for being a “high-functioning” human, but where in all of that is the space for feeling lost, for being soft, for wandering without a purpose just because it’s a sunny day and your heart is tugging you toward nowhere in particular?
+
+Sometimes I lie awake at night and wonder if all the noise we wrap around ourselves—notifications, updates, performance reviews, even our internal monologues—might be crowding out the questions we were meant to live into slowly, like how to love better, or how to forgive ourselves, or what the hell we’re even doing here in the first place. And when you strip it all down—no goals, no KPIs, no curated identity—what’s actually left of us? Are we just a sum of the roles we perform, or is there something quieter underneath that we've forgotten how to hear?
+
+And if there is something underneath all of it—something real, something worth listening to—then how do we begin to uncover it, gently, without rushing or reducing it to another task on our to-do list?
+ """
+
+ MAX_ATTEMPTS = 10
+ prev_length = None
+
+ for attempt in range(MAX_ATTEMPTS):
+ client.agents.messages.create(
+ agent_id=temp_agent_state.id,
+ messages=[MessageCreate(role="user", content=philosophical_question)],
+ )
+
+ temp_agent_state = client.agents.retrieve(agent_id=temp_agent_state.id)
+ message_ids = temp_agent_state.message_ids
+ current_length = len(message_ids)
+
+ print("LENGTH OF IN_CONTEXT_MESSAGES:", current_length)
+
+ if prev_length is not None and current_length <= prev_length:
+ # TODO: Add more stringent checks here
+ print(f"Summarization was triggered, detected current_length {current_length} is at least prev_length {prev_length}.")
+ break
+
+ prev_length = current_length
+ else:
+ raise AssertionError("Summarization was not triggered after 10 messages")
diff --git a/.github/scripts/model-sweep/supported-models.mdx b/.github/scripts/model-sweep/supported-models.mdx
new file mode 100644
index 00000000..94d8e25a
--- /dev/null
+++ b/.github/scripts/model-sweep/supported-models.mdx
@@ -0,0 +1,4553 @@
+---
+title: Support Models
+generated: 2025-06-20T16:40:44.072054
+---
+
+# Supported Models
+
+## Overview
+
+Letta routinely runs automated scans against available providers and models. These are the results of the latest scan.
+
+Ran 2464 tests against 154 models across 7 providers on June 20th, 2025
+
+
+## anthropic
+
+| Model | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `claude-3-5-haiku-20241022` | ✅ | ✅ | ✅ | 200,000 | 2025-06-20 | [View](#anthropic_claude_3_5_haiku_20241022_details) |
+| `claude-3-5-sonnet-20241022` | ✅ | ✅ | ✅ | 200,000 | 2025-06-20 | [View](#anthropic_claude_3_5_sonnet_20241022_details) |
+| `claude-3-7-sonnet-20250219` | ✅ | ✅ | ✅ | 200,000 | 2025-06-20 | [View](#anthropic_claude_3_7_sonnet_20250219_details) |
+| `claude-sonnet-4-20250514` | ✅ | ✅ | ✅ | 200,000 | 2025-06-20 | [View](#anthropic_claude_sonnet_4_20250514_details) |
+| `claude-opus-4-20250514` | ✅ | ✅ | ⚠️ | 200,000 | 2025-06-20 | [View](#anthropic_claude_opus_4_20250514_details) |
+| `claude-3-5-sonnet-20240620` | ⚠️ | ❌ | ✅ | 200,000 | 2025-06-20 | [View](#anthropic_claude_3_5_sonnet_20240620_details) |
+| `claude-3-haiku-20240307` | ⚠️ | ❌ | ✅ | 200,000 | 2025-06-20 | [View](#anthropic_claude_3_haiku_20240307_details) |
+| `claude-3-opus-20240229` | ⚠️ | ❌ | ✅ | 200,000 | 2025-06-20 | [View](#anthropic_claude_3_opus_20240229_details) |
+| `claude-3-sonnet-20240229` | ❌ | ❌ | ❌ | 200,000 | 2025-06-20 | [View](#anthropic_claude_3_sonnet_20240229_details) |
+
+
+## openai
+
+| Model | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `gpt-4.1` | ✅ | ✅ | ✅ | 1,047,576 | 2025-06-20 | [View](#openai_gpt_4.1_details) |
+| `gpt-4.1-2025-04-14` | ✅ | ✅ | ✅ | 1,047,576 | 2025-06-20 | [View](#openai_gpt_4.1_2025_04_14_details) |
+| `gpt-4.1-nano-2025-04-14` | ✅ | ✅ | ✅ | 1,047,576 | 2025-06-20 | [View](#openai_gpt_4.1_nano_2025_04_14_details) |
+| `gpt-4o` | ✅ | ✅ | ✅ | 128,000 | 2025-06-20 | [View](#openai_gpt_4o_details) |
+| `gpt-4o-2024-05-13` | ✅ | ✅ | ✅ | 128,000 | 2025-06-20 | [View](#openai_gpt_4o_2024_05_13_details) |
+| `gpt-4-turbo` | ✅ | ✅ | ⚠️ | 8,192 | 2025-06-20 | [View](#openai_gpt_4_turbo_details) |
+| `gpt-4.1-mini` | ✅ | ✅ | ⚠️ | 1,047,576 | 2025-06-20 | [View](#openai_gpt_4.1_mini_details) |
+| `gpt-4.5-preview` | ✅ | ✅ | ⚠️ | 128,000 | 2025-06-20 | [View](#openai_gpt_4.5_preview_details) |
+| `gpt-4.5-preview-2025-02-27` | ✅ | ✅ | ⚠️ | 128,000 | 2025-06-20 | [View](#openai_gpt_4.5_preview_2025_02_27_details) |
+| `gpt-4o-2024-08-06` | ✅ | ✅ | ⚠️ | 128,000 | 2025-06-20 | [View](#openai_gpt_4o_2024_08_06_details) |
+| `gpt-4-0613` | ✅ | ✅ | ❌ | 8,192 | 2025-06-20 | [View](#openai_gpt_4_0613_details) |
+| `gpt-4-1106-preview` | ✅ | ✅ | ❌ | 128,000 | 2025-06-20 | [View](#openai_gpt_4_1106_preview_details) |
+| `gpt-4-turbo-2024-04-09` | ✅ | ⚠️ | ✅ | 128,000 | 2025-06-20 | [View](#openai_gpt_4_turbo_2024_04_09_details) |
+| `gpt-4.1-mini-2025-04-14` | ⚠️ | ✅ | ✅ | 1,047,576 | 2025-06-20 | [View](#openai_gpt_4.1_mini_2025_04_14_details) |
+| `gpt-4.1-nano` | ⚠️ | ✅ | ✅ | 1,047,576 | 2025-06-20 | [View](#openai_gpt_4.1_nano_details) |
+| `gpt-4o-2024-11-20` | ⚠️ | ✅ | ✅ | 8,192 | 2025-06-20 | [View](#openai_gpt_4o_2024_11_20_details) |
+| `gpt-4-turbo-preview` | ✅ | ⚠️ | ❌ | 128,000 | 2025-06-20 | [View](#openai_gpt_4_turbo_preview_details) |
+| `gpt-4-0125-preview` | ⚠️ | ✅ | ❌ | 128,000 | 2025-06-20 | [View](#openai_gpt_4_0125_preview_details) |
+| `gpt-4o-mini` | ⚠️ | ⚠️ | ⚠️ | 128,000 | 2025-06-20 | [View](#openai_gpt_4o_mini_details) |
+| `gpt-4o-mini-2024-07-18` | ⚠️ | ⚠️ | ❌ | 128,000 | 2025-06-20 | [View](#openai_gpt_4o_mini_2024_07_18_details) |
+| `gpt-4` | ⚠️ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_gpt_4_details) |
+| `o1` | ⚠️ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_o1_details) |
+| `o1-2024-12-17` | ⚠️ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_o1_2024_12_17_details) |
+| `o3` | ⚠️ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_o3_details) |
+| `o3-2025-04-16` | ⚠️ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_o3_2025_04_16_details) |
+| `o3-mini` | ⚠️ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_o3_mini_details) |
+| `o3-mini-2025-01-31` | ⚠️ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_o3_mini_2025_01_31_details) |
+| `o3-pro` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_o3_pro_details) |
+| `o3-pro-2025-06-10` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#openai_o3_pro_2025_06_10_details) |
+
+
+## google_ai
+
+| Model | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `gemini-1.5-pro` | ✅ | ✅ | ✅ | 2,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_pro_details) |
+| `gemini-1.5-pro-002` | ✅ | ✅ | ✅ | 2,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_pro_002_details) |
+| `gemini-1.5-pro-latest` | ✅ | ✅ | ✅ | 2,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_pro_latest_details) |
+| `gemini-2.5-flash-preview-04-17-thinking` | ✅ | ✅ | ✅ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.5_flash_preview_04_17_thinking_details) |
+| `gemini-2.5-pro-preview-03-25` | ✅ | ✅ | ✅ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.5_pro_preview_03_25_details) |
+| `gemini-2.5-pro-preview-05-06` | ✅ | ✅ | ✅ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.5_pro_preview_05_06_details) |
+| `gemini-2.5-flash-preview-05-20` | ✅ | ⚠️ | ✅ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.5_flash_preview_05_20_details) |
+| `gemini-2.0-flash-thinking-exp` | ⚠️ | ✅ | ✅ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_thinking_exp_details) |
+| `gemini-2.0-flash-thinking-exp-1219` | ⚠️ | ✅ | ✅ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_thinking_exp_1219_details) |
+| `gemini-2.0-flash-thinking-exp-01-21` | ⚠️ | ✅ | ⚠️ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_thinking_exp_01_21_details) |
+| `gemini-2.5-flash-preview-04-17` | ⚠️ | ✅ | ⚠️ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.5_flash_preview_04_17_details) |
+| `gemini-2.5-pro-preview-06-05` | ⚠️ | ✅ | ⚠️ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.5_pro_preview_06_05_details) |
+| `gemini-1.0-pro-vision-latest` | ❌ | ❌ | ❌ | 12,288 | 2025-06-20 | [View](#google_ai_gemini_1.0_pro_vision_latest_details) |
+| `gemini-1.5-flash` | ❌ | ❌ | ❌ | 1,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_flash_details) |
+| `gemini-1.5-flash-002` | ❌ | ❌ | ❌ | 1,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_flash_002_details) |
+| `gemini-1.5-flash-8b` | ❌ | ❌ | ❌ | 1,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_flash_8b_details) |
+| `gemini-1.5-flash-8b-001` | ❌ | ❌ | ❌ | 1,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_flash_8b_001_details) |
+| `gemini-1.5-flash-8b-latest` | ❌ | ❌ | ❌ | 1,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_flash_8b_latest_details) |
+| `gemini-1.5-flash-latest` | ❌ | ❌ | ❌ | 1,000,000 | 2025-06-20 | [View](#google_ai_gemini_1.5_flash_latest_details) |
+| `gemini-2.0-flash` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_details) |
+| `gemini-2.0-flash-001` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_001_details) |
+| `gemini-2.0-flash-exp` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_exp_details) |
+| `gemini-2.0-flash-exp-image-generation` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_exp_image_generation_details) |
+| `gemini-2.0-flash-lite` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_lite_details) |
+| `gemini-2.0-flash-lite-001` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_lite_001_details) |
+| `gemini-2.0-flash-lite-preview` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_lite_preview_details) |
+| `gemini-2.0-flash-lite-preview-02-05` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_lite_preview_02_05_details) |
+| `gemini-2.0-flash-preview-image-generation` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#google_ai_gemini_2.0_flash_preview_image_generation_details) |
+| `gemini-2.0-pro-exp` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_pro_exp_details) |
+| `gemini-2.0-pro-exp-02-05` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.0_pro_exp_02_05_details) |
+| `gemini-2.5-flash-preview-tts` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#google_ai_gemini_2.5_flash_preview_tts_details) |
+| `gemini-2.5-pro-exp-03-25` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_2.5_pro_exp_03_25_details) |
+| `gemini-2.5-pro-preview-tts` | ❌ | ❌ | ❌ | 65,536 | 2025-06-20 | [View](#google_ai_gemini_2.5_pro_preview_tts_details) |
+| `gemini-exp-1206` | ❌ | ❌ | ❌ | 1,048,576 | 2025-06-20 | [View](#google_ai_gemini_exp_1206_details) |
+| `gemini-pro-vision` | ❌ | ❌ | ❌ | 12,288 | 2025-06-20 | [View](#google_ai_gemini_pro_vision_details) |
+
+
+## letta
+
+| Model | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `letta-free` | ⚠️ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#letta_letta_free_details) |
+
+
+## together
+
+| Model | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `Qwen/Qwen2.5-72B-Instruct-Turbo` | ✅ | ✅ | ⚠️ | 131,072 | 2025-06-20 | [View](#together_qwen_qwen2.5_72b_instruct_turbo_details) |
+| `arcee-ai/virtuoso-large` | ⚠️ | ✅ | ✅ | 131,072 | 2025-06-20 | [View](#together_arcee_ai_virtuoso_large_details) |
+| `Qwen/QwQ-32B` | ⚠️ | ✅ | ⚠️ | 131,072 | 2025-06-20 | [View](#together_qwen_qwq_32b_details) |
+| `Qwen/Qwen2.5-7B-Instruct-Turbo` | ⚠️ | ✅ | ⚠️ | 32,768 | 2025-06-20 | [View](#together_qwen_qwen2.5_7b_instruct_turbo_details) |
+| `Qwen/Qwen2.5-Coder-32B-Instruct` | ⚠️ | ✅ | ⚠️ | 16,384 | 2025-06-20 | [View](#together_qwen_qwen2.5_coder_32b_instruct_details) |
+| `arcee-ai/coder-large` | ⚠️ | ✅ | ⚠️ | 32,768 | 2025-06-20 | [View](#together_arcee_ai_coder_large_details) |
+| `arcee_ai/arcee-spotlight` | ⚠️ | ✅ | ⚠️ | 131,072 | 2025-06-20 | [View](#together_arcee_ai_arcee_spotlight_details) |
+| `meta-llama/Llama-3.2-3B-Instruct-Turbo` | ⚠️ | ✅ | ❌ | 131,072 | 2025-06-20 | [View](#together_meta_llama_llama_3.2_3b_instruct_turbo_details) |
+| `meta-llama/Llama-3.3-70B-Instruct-Turbo` | ⚠️ | ✅ | ❌ | 131,072 | 2025-06-20 | [View](#together_meta_llama_llama_3.3_70b_instruct_turbo_details) |
+| `meta-llama/Llama-3.3-70B-Instruct-Turbo-Free` | ⚠️ | ✅ | ❌ | 131,072 | 2025-06-20 | [View](#together_meta_llama_llama_3.3_70b_instruct_turbo_free_details) |
+| `meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo` | ⚠️ | ✅ | ❌ | 130,815 | 2025-06-20 | [View](#together_meta_llama_meta_llama_3.1_405b_instruct_turbo_details) |
+| `meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo` | ⚠️ | ✅ | ❌ | 131,072 | 2025-06-20 | [View](#together_meta_llama_meta_llama_3.1_70b_instruct_turbo_details) |
+| `nvidia/Llama-3.1-Nemotron-70B-Instruct-HF` | ⚠️ | ✅ | ❌ | 32,768 | 2025-06-20 | [View](#together_nvidia_llama_3.1_nemotron_70b_instruct_hf_details) |
+| `arcee-ai/virtuoso-medium-v2` | ⚠️ | ⚠️ | ✅ | 131,072 | 2025-06-20 | [View](#together_arcee_ai_virtuoso_medium_v2_details) |
+| `meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8` | ⚠️ | ❌ | ✅ | 1,048,576 | 2025-06-20 | [View](#together_meta_llama_llama_4_maverick_17b_128e_instruct_fp8_details) |
+| `Qwen/Qwen3-235B-A22B-fp8-tput` | ⚠️ | ⚠️ | ❌ | 40,960 | 2025-06-20 | [View](#together_qwen_qwen3_235b_a22b_fp8_tput_details) |
+| `deepseek-ai/DeepSeek-V3` | ⚠️ | ⚠️ | ❌ | 131,072 | 2025-06-20 | [View](#together_deepseek_ai_deepseek_v3_details) |
+| `meta-llama/Llama-4-Scout-17B-16E-Instruct` | ⚠️ | ⚠️ | ❌ | 1,048,576 | 2025-06-20 | [View](#together_meta_llama_llama_4_scout_17b_16e_instruct_details) |
+| `meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo` | ⚠️ | ⚠️ | ❌ | 131,072 | 2025-06-20 | [View](#together_meta_llama_meta_llama_3.1_8b_instruct_turbo_details) |
+| `mistralai/Mixtral-8x7B-Instruct-v0.1` | ⚠️ | ⚠️ | ❌ | 32,768 | 2025-06-20 | [View](#together_mistralai_mixtral_8x7b_instruct_v0.1_details) |
+| `arcee-ai/caller` | ❌ | ⚠️ | ❌ | 32,768 | 2025-06-20 | [View](#together_arcee_ai_caller_details) |
+| `mistralai/Mistral-Small-24B-Instruct-2501` | ❌ | ⚠️ | ❌ | 32,768 | 2025-06-20 | [View](#together_mistralai_mistral_small_24b_instruct_2501_details) |
+| `NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_nousresearch_nous_hermes_2_mixtral_8x7b_dpo_details) |
+| `Qwen/Qwen2-72B-Instruct` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_qwen_qwen2_72b_instruct_details) |
+| `Qwen/Qwen2-VL-72B-Instruct` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_qwen_qwen2_vl_72b_instruct_details) |
+| `Qwen/Qwen2.5-VL-72B-Instruct` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_qwen_qwen2.5_vl_72b_instruct_details) |
+| `arcee-ai/arcee-blitz` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_arcee_ai_arcee_blitz_details) |
+| `arcee-ai/maestro-reasoning` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_arcee_ai_maestro_reasoning_details) |
+| `deepseek-ai/DeepSeek-R1` | ❌ | ❌ | ❌ | 163,840 | 2025-06-20 | [View](#together_deepseek_ai_deepseek_r1_details) |
+| `deepseek-ai/DeepSeek-R1-Distill-Llama-70B` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_deepseek_ai_deepseek_r1_distill_llama_70b_details) |
+| `deepseek-ai/DeepSeek-R1-Distill-Llama-70B-free` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_deepseek_ai_deepseek_r1_distill_llama_70b_free_details) |
+| `deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_deepseek_ai_deepseek_r1_distill_qwen_1.5b_details) |
+| `deepseek-ai/DeepSeek-R1-Distill-Qwen-14B` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_deepseek_ai_deepseek_r1_distill_qwen_14b_details) |
+| `deepseek-ai/DeepSeek-V3-p-dp` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_deepseek_ai_deepseek_v3_p_dp_details) |
+| `google/gemma-2-27b-it` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_google_gemma_2_27b_it_details) |
+| `lgai/exaone-3-5-32b-instruct` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_lgai_exaone_3_5_32b_instruct_details) |
+| `lgai/exaone-deep-32b` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_lgai_exaone_deep_32b_details) |
+| `marin-community/marin-8b-instruct` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_marin_community_marin_8b_instruct_details) |
+| `meta-llama/Llama-3-70b-chat-hf` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_meta_llama_llama_3_70b_chat_hf_details) |
+| `meta-llama/Llama-3-8b-chat-hf` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_meta_llama_llama_3_8b_chat_hf_details) |
+| `meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_meta_llama_llama_3.2_11b_vision_instruct_turbo_details) |
+| `meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_meta_llama_llama_3.2_90b_vision_instruct_turbo_details) |
+| `meta-llama/Llama-Vision-Free` | ❌ | ❌ | ❌ | 131,072 | 2025-06-20 | [View](#together_meta_llama_llama_vision_free_details) |
+| `meta-llama/Meta-Llama-3-70B-Instruct-Turbo` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_meta_llama_meta_llama_3_70b_instruct_turbo_details) |
+| `meta-llama/Meta-Llama-3-8B-Instruct-Lite` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_meta_llama_meta_llama_3_8b_instruct_lite_details) |
+| `mistralai/Mistral-7B-Instruct-v0.1` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_mistralai_mistral_7b_instruct_v0.1_details) |
+| `mistralai/Mistral-7B-Instruct-v0.2` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_mistralai_mistral_7b_instruct_v0.2_details) |
+| `mistralai/Mistral-7B-Instruct-v0.3` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_mistralai_mistral_7b_instruct_v0.3_details) |
+| `perplexity-ai/r1-1776` | ❌ | ❌ | ❌ | 163,840 | 2025-06-20 | [View](#together_perplexity_ai_r1_1776_details) |
+| `scb10x/scb10x-llama3-1-typhoon2-70b-instruct` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_scb10x_scb10x_llama3_1_typhoon2_70b_instruct_details) |
+| `scb10x/scb10x-typhoon-2-1-gemma3-12b` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_scb10x_scb10x_typhoon_2_1_gemma3_12b_details) |
+| `togethercomputer/MoA-1` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_togethercomputer_moa_1_details) |
+| `togethercomputer/MoA-1-Turbo` | ❌ | ❌ | ❌ | 32,768 | 2025-06-20 | [View](#together_togethercomputer_moa_1_turbo_details) |
+| `togethercomputer/Refuel-Llm-V2` | ❌ | ❌ | ❌ | 16,384 | 2025-06-20 | [View](#together_togethercomputer_refuel_llm_v2_details) |
+| `togethercomputer/Refuel-Llm-V2-Small` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#together_togethercomputer_refuel_llm_v2_small_details) |
+
+
+## deepseek
+
+| Model | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `deepseek-chat` | ❌ | ❌ | ❌ | 64,000 | 2025-06-20 | [View](#deepseek_deepseek_chat_details) |
+| `deepseek-reasoner` | ❌ | ❌ | ❌ | 64,000 | 2025-06-20 | [View](#deepseek_deepseek_reasoner_details) |
+
+
+## groq
+
+| Model | Basic | Token Streaming | Multimodal | Context Window | Last Scanned | Details |
+|---------------------------------------------------|:---:|:-------------:|:--------:|:------------:|:----------:|:-----:|
+| `allam-2-7b` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_allam_2_7b_details) |
+| `compound-beta` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_compound_beta_details) |
+| `compound-beta-mini` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_compound_beta_mini_details) |
+| `deepseek-r1-distill-llama-70b` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_deepseek_r1_distill_llama_70b_details) |
+| `distil-whisper-large-v3-en` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_distil_whisper_large_v3_en_details) |
+| `gemma2-9b-it` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_gemma2_9b_it_details) |
+| `llama-3.1-8b-instant` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_llama_3.1_8b_instant_details) |
+| `llama-3.3-70b-versatile` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_llama_3.3_70b_versatile_details) |
+| `llama-guard-3-8b` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_llama_guard_3_8b_details) |
+| `llama3-70b-8192` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_llama3_70b_8192_details) |
+| `llama3-8b-8192` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_llama3_8b_8192_details) |
+| `meta-llama/llama-4-maverick-17b-128e-instruct` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_meta_llama_llama_4_maverick_17b_128e_instruct_details) |
+| `meta-llama/llama-4-scout-17b-16e-instruct` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_meta_llama_llama_4_scout_17b_16e_instruct_details) |
+| `meta-llama/llama-guard-4-12b` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_meta_llama_llama_guard_4_12b_details) |
+| `meta-llama/llama-prompt-guard-2-22m` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_meta_llama_llama_prompt_guard_2_22m_details) |
+| `meta-llama/llama-prompt-guard-2-86m` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_meta_llama_llama_prompt_guard_2_86m_details) |
+| `mistral-saba-24b` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_mistral_saba_24b_details) |
+| `playai-tts` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_playai_tts_details) |
+| `playai-tts-arabic` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_playai_tts_arabic_details) |
+| `qwen-qwq-32b` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_qwen_qwq_32b_details) |
+| `qwen/qwen3-32b` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_qwen_qwen3_32b_details) |
+| `whisper-large-v3` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_whisper_large_v3_details) |
+| `whisper-large-v3-turbo` | ❌ | ❌ | ❌ | 8,192 | 2025-06-20 | [View](#groq_whisper_large_v3_turbo_details) |
+
+
+---
+
+# Detailed Test Results
+
+## anthropic
+
+
+### claude-3-5-haiku-20241022
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### claude-3-5-sonnet-20241022
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### claude-3-7-sonnet-20250219
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### claude-sonnet-4-20250514
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### claude-opus-4-20250514
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### claude-3-5-sonnet-20240620
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### claude-3-haiku-20240307
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### claude-3-opus-20240229
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### claude-3-sonnet-20240229
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## openai
+
+
+### gpt-4.1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4.1-2025-04-14
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4.1-nano-2025-04-14
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4o
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4o-2024-05-13
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4-turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4.1-mini
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4.5-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4.5-preview-2025-02-27
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4o-2024-08-06
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4-0613
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4-1106-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4-turbo-2024-04-09
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4.1-mini-2025-04-14
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4.1-nano
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4o-2024-11-20
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4-turbo-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4-0125-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4o-mini
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4o-mini-2024-07-18
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gpt-4
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### o1
+
+### Basic
+
+- ❌ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### o1-2024-12-17
+
+### Basic
+
+- ❌ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### o3
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### o3-2025-04-16
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### o3-mini
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### o3-mini-2025-01-31
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### o3-pro
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### o3-pro-2025-06-10
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## google_ai
+
+
+### gemini-1.5-pro
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.5-pro-002
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.5-pro-latest
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-flash-preview-04-17-thinking
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-pro-preview-03-25
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-pro-preview-05-06
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-flash-preview-05-20
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-thinking-exp
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-thinking-exp-1219
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-thinking-exp-01-21
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-flash-preview-04-17
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-pro-preview-06-05
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.0-pro-vision-latest
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.5-flash
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.5-flash-002
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.5-flash-8b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.5-flash-8b-001
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.5-flash-8b-latest
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-1.5-flash-latest
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-001
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-exp
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-exp-image-generation
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-lite
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-lite-001
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-lite-preview
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-lite-preview-02-05
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-flash-preview-image-generation
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-pro-exp
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.0-pro-exp-02-05
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-flash-preview-tts
+
+### Basic
+
+- ❌ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-pro-exp-03-25
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-2.5-pro-preview-tts
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-exp-1206
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemini-pro-vision
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## letta
+
+
+### letta-free
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## together
+
+
+### Qwen/Qwen2.5-72B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### arcee-ai/virtuoso-large
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### Qwen/QwQ-32B
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### Qwen/Qwen2.5-7B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### Qwen/Qwen2.5-Coder-32B-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### arcee-ai/coder-large
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### arcee_ai/arcee-spotlight
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-3.2-3B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-3.3-70B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-3.3-70B-Instruct-Turbo-Free
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### nvidia/Llama-3.1-Nemotron-70B-Instruct-HF
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ✅ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### arcee-ai/virtuoso-medium-v2
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ✅ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ✅ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ✅ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### Qwen/Qwen3-235B-A22B-fp8-tput
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-ai/DeepSeek-V3
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-4-Scout-17B-16E-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ✅ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### mistralai/Mixtral-8x7B-Instruct-v0.1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ✅ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ✅ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ✅ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ✅ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ✅ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ✅ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### arcee-ai/caller
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ✅ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### mistralai/Mistral-Small-24B-Instruct-2501
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ✅ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### Qwen/Qwen2-72B-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### Qwen/Qwen2-VL-72B-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### Qwen/Qwen2.5-VL-72B-Instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### arcee-ai/arcee-blitz
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### arcee-ai/maestro-reasoning
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-ai/DeepSeek-R1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-ai/DeepSeek-R1-Distill-Llama-70B
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-ai/DeepSeek-R1-Distill-Llama-70B-free
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-ai/DeepSeek-R1-Distill-Qwen-14B
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-ai/DeepSeek-V3-p-dp
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### google/gemma-2-27b-it
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### lgai/exaone-3-5-32b-instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### lgai/exaone-deep-32b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### marin-community/marin-8b-instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-3-70b-chat-hf
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-3-8b-chat-hf
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Llama-Vision-Free
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Meta-Llama-3-70B-Instruct-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/Meta-Llama-3-8B-Instruct-Lite
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### mistralai/Mistral-7B-Instruct-v0.1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### mistralai/Mistral-7B-Instruct-v0.2
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### mistralai/Mistral-7B-Instruct-v0.3
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### perplexity-ai/r1-1776
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### scb10x/scb10x-llama3-1-typhoon2-70b-instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### scb10x/scb10x-typhoon-2-1-gemma3-12b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### togethercomputer/MoA-1
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### togethercomputer/MoA-1-Turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### togethercomputer/Refuel-Llm-V2
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### togethercomputer/Refuel-Llm-V2-Small
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## deepseek
+
+
+### deepseek-chat
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-reasoner
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+
+## groq
+
+
+### allam-2-7b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### compound-beta
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### compound-beta-mini
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### deepseek-r1-distill-llama-70b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### distil-whisper-large-v3-en
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### gemma2-9b-it
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### llama-3.1-8b-instant
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### llama-3.3-70b-versatile
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### llama-guard-3-8b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### llama3-70b-8192
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### llama3-8b-8192
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/llama-4-maverick-17b-128e-instruct
+
+### Basic
+
+- ❌ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/llama-4-scout-17b-16e-instruct
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/llama-guard-4-12b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/llama-prompt-guard-2-22m
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### meta-llama/llama-prompt-guard-2-86m
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### mistral-saba-24b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### playai-tts
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### playai-tts-arabic
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### qwen-qwq-32b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### qwen/qwen3-32b
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### whisper-large-v3
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
+### whisper-large-v3-turbo
+
+### Basic
+
+- ✅ [`test_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L463)
+- ❌ [`test_async_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L704)
+- ❌ [`test_auto_summarize`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L731)
+- ❌ [`test_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L345)
+- ❌ [`test_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L368)
+- ✅ [`test_step_stream_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L566)
+- ❌ [`test_step_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L488)
+- ❌ [`test_step_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L513)
+- ❌ [`test_step_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L539)
+- ❌ [`test_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L392)
+
+### Token Streaming
+
+- ✅ [`test_token_streaming_agent_loop_error`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L674)
+- ❌ [`test_token_streaming_greeting_with_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L593)
+- ❌ [`test_token_streaming_greeting_without_assistant_message`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L619)
+- ❌ [`test_token_streaming_tool_call`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L646)
+
+### Multimodal
+
+- ❌ [`test_base64_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L440)
+- ❌ [`test_url_image_input`](https://github.com/letta-ai/letta/blob/main/.github/scripts/model-sweep/model_sweep.py#L417)
+
+
diff --git a/.github/workflows/model-sweep.yaml b/.github/workflows/model-sweep.yaml
new file mode 100644
index 00000000..e31d1426
--- /dev/null
+++ b/.github/workflows/model-sweep.yaml
@@ -0,0 +1,144 @@
+name: Model Sweep
+on:
+ workflow_dispatch:
+ inputs:
+ branch-name:
+ required: true
+ type: string
+
+jobs:
+ model-sweep:
+ runs-on: [self-hosted, medium]
+ services:
+ qdrant:
+ image: qdrant/qdrant
+ ports:
+ - 6333:6333
+ postgres:
+ image: pgvector/pgvector:pg17
+ ports:
+ - 5432:5432
+ env:
+ POSTGRES_HOST_AUTH_METHOD: trust
+ POSTGRES_DB: postgres
+ POSTGRES_USER: postgres
+ options: >-
+ --health-cmd pg_isready
+ --health-interval 10s
+ --health-timeout 5s
+ --health-retries 5
+
+ steps:
+ - name: Check if gh is installed
+ run: |
+ if ! command -v gh >/dev/null 2>&1
+ then
+ echo "gh could not be found, installing now..."
+ # install gh cli
+ (type -p wget >/dev/null || (sudo apt update && sudo apt-get install wget -y)) \
+ && sudo mkdir -p -m 755 /etc/apt/keyrings \
+ && out=$(mktemp) && wget -nv -O$out https://cli.github.com/packages/githubcli-archive-keyring.gpg \
+ && cat $out | sudo tee /etc/apt/keyrings/githubcli-archive-keyring.gpg > /dev/null \
+ && sudo chmod go+r /etc/apt/keyrings/githubcli-archive-keyring.gpg \
+ && echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/githubcli-archive-keyring.gpg] https://cli.github.com/packages stable main" | sudo tee /etc/apt/sources.list.d/github-cli.list > /dev/null \
+ && sudo apt update \
+ && sudo apt install gh -y
+ fi
+
+ - name: Checkout
+ uses: actions/checkout@v4
+
+ - name: Inject env vars into environment
+ run: |
+ # Get secrets and mask them before adding to environment
+ while IFS= read -r line || [[ -n "$line" ]]; do
+ if [[ -n "$line" ]]; then
+ value=$(echo "$line" | cut -d= -f2-)
+ echo "::add-mask::$value"
+ echo "$line" >> $GITHUB_ENV
+ fi
+ done < <(letta_secrets_helper --env dev --service ci)
+
+ - name: Install dependencies
+ shell: bash
+ run: poetry install --no-interaction --no-root ${{ inputs.install-args || '-E dev -E postgres -E external-tools -E tests -E cloud-tool-sandbox -E google' }}
+ - name: Migrate database
+ env:
+ LETTA_PG_PORT: 5432
+ LETTA_PG_USER: postgres
+ LETTA_PG_PASSWORD: postgres
+ LETTA_PG_DB: postgres
+ LETTA_PG_HOST: localhost
+ run: |
+ psql -h localhost -U postgres -d postgres -c 'CREATE EXTENSION vector'
+ poetry run alembic upgrade head
+
+ - name: Run integration tests
+ # if any of the 1000+ test cases fail, pytest reports exit code 1 and won't procces/upload the results
+ continue-on-error: true
+ env:
+ LETTA_PG_PORT: 5432
+ LETTA_PG_USER: postgres
+ LETTA_PG_PASSWORD: postgres
+ LETTA_PG_DB: postgres
+ LETTA_PG_HOST: localhost
+ LETTA_SERVER_PASS: test_server_token
+ OPENAI_API_KEY: ${{ env.OPENAI_API_KEY }}
+ ANTHROPIC_API_KEY: ${{ env.ANTHROPIC_API_KEY }}
+ AZURE_API_KEY: ${{ env.AZURE_API_KEY }}
+ AZURE_BASE_URL: ${{ secrets.AZURE_BASE_URL }}
+ GEMINI_API_KEY: ${{ env.GEMINI_API_KEY }}
+ COMPOSIO_API_KEY: ${{ env.COMPOSIO_API_KEY }}
+ GOOGLE_CLOUD_PROJECT: ${{ secrets.GOOGLE_CLOUD_PROJECT}}
+ GOOGLE_CLOUD_LOCATION: ${{ secrets.GOOGLE_CLOUD_LOCATION}}
+ DEEPSEEK_API_KEY: ${{ env.DEEPSEEK_API_KEY}}
+ LETTA_USE_EXPERIMENTAL: 1
+ run: |
+ poetry run pytest \
+ -s -vv \
+ .github/scripts/model-sweep/model_sweep.py \
+ --json-report --json-report-file=.github/scripts/model-sweep/model_sweep_report.json --json-report-indent=4
+
+ - name: Convert report to markdown
+ continue-on-error: true
+ # file path args to generate_model_sweep_markdown.py are relative to the script
+ run: |
+ poetry run python \
+ .github/scripts/model-sweep/generate_model_sweep_markdown.py \
+ .github/scripts/model-sweep/model_sweep_report.json \
+ .github/scripts/model-sweep/supported-models.mdx
+ echo "Model sweep report saved to .github/scripts/model-sweep/supported-models.mdx"
+
+ - id: date
+ run: echo "date=$(date +%Y-%m-%d)" >> $GITHUB_OUTPUT
+
+ - name: commit and open pull request
+ env:
+ GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+ run: |
+ BRANCH_NAME=model-sweep/${{ inputs.branch-name || format('{0}', steps.date.outputs.date) }}
+ gh auth setup-git
+ git config --global user.name "github-actions[bot]"
+ git config --global user.email "github-actions[bot]@users.noreply.github.com"
+ git checkout -b $BRANCH_NAME
+ git add .github/scripts/model-sweep/supported-models.mdx
+ git commit -m "Update model sweep report"
+ # only push if changes were made
+ if git diff main --quiet; then
+ echo "No changes detected, skipping push"
+ exit 0
+ else
+ git push origin $BRANCH_NAME
+ gh pr create \
+ --base main \
+ --head $BRANCH_NAME \
+ --title "chore: update model sweep report" \
+ --body "Automated PR to update model sweep report"
+ fi
+
+ - name: Upload model sweep report
+ if: always()
+ uses: actions/upload-artifact@v4
+ with:
+ name: model-sweep-report
+ path: .github/scripts/model-sweep/model_sweep_report.json
diff --git a/.github/workflows/notify-letta-cloud.yml b/.github/workflows/notify-letta-cloud.yml
deleted file mode 100644
index 0874be59..00000000
--- a/.github/workflows/notify-letta-cloud.yml
+++ /dev/null
@@ -1,19 +0,0 @@
-name: Notify Letta Cloud
-
-on:
- push:
- branches:
- - main
-
-jobs:
- notify:
- runs-on: ubuntu-latest
- if: ${{ !contains(github.event.head_commit.message, '[sync-skip]') }}
- steps:
- - name: Trigger repository_dispatch
- run: |
- curl -X POST \
- -H "Authorization: token ${{ secrets.SYNC_PAT }}" \
- -H "Accept: application/vnd.github.v3+json" \
- https://api.github.com/repos/letta-ai/letta-cloud/dispatches \
- -d '{"event_type":"oss-update"}'
diff --git a/.github/workflows/send-message-integration-tests.yaml b/.github/workflows/send-message-integration-tests.yaml
new file mode 100644
index 00000000..1c7b45e0
--- /dev/null
+++ b/.github/workflows/send-message-integration-tests.yaml
@@ -0,0 +1,155 @@
+name: Send Message SDK Tests
+on:
+ pull_request_target:
+ # branches: [main] # TODO: uncomment before merge
+ types: [labeled]
+ paths:
+ - 'letta/**'
+
+jobs:
+ send-messages:
+ # Only run when the "safe to test" label is applied
+ if: contains(github.event.pull_request.labels.*.name, 'safe to test')
+ runs-on: ubuntu-latest
+ timeout-minutes: 15
+ strategy:
+ fail-fast: false
+ matrix:
+ config_file:
+ - "openai-gpt-4o-mini.json"
+ - "azure-gpt-4o-mini.json"
+ - "claude-3-5-sonnet.json"
+ - "claude-3-7-sonnet.json"
+ - "claude-3-7-sonnet-extended.json"
+ - "gemini-pro.json"
+ - "gemini-vertex.json"
+ services:
+ qdrant:
+ image: qdrant/qdrant
+ ports:
+ - 6333:6333
+ postgres:
+ image: pgvector/pgvector:pg17
+ ports:
+ - 5432:5432
+ env:
+ POSTGRES_HOST_AUTH_METHOD: trust
+ POSTGRES_DB: postgres
+ POSTGRES_USER: postgres
+ options: >-
+ --health-cmd pg_isready
+ --health-interval 10s
+ --health-timeout 5s
+ --health-retries 5
+
+ steps:
+ # Ensure secrets don't leak
+ - name: Configure git to hide secrets
+ run: |
+ git config --global core.logAllRefUpdates false
+ git config --global log.hideCredentials true
+ - name: Set up secret masking
+ run: |
+ # Automatically mask any environment variable ending with _KEY
+ for var in $(env | grep '_KEY=' | cut -d= -f1); do
+ value="${!var}"
+ if [[ -n "$value" ]]; then
+ # Mask the full value
+ echo "::add-mask::$value"
+
+ # Also mask partial values (first and last several characters)
+ # This helps when only parts of keys appear in logs
+ if [[ ${#value} -gt 8 ]]; then
+ echo "::add-mask::${value:0:8}"
+ echo "::add-mask::${value:(-8)}"
+ fi
+
+ # Also mask with common formatting changes
+ # Some logs might add quotes or other characters
+ echo "::add-mask::\"$value\""
+ echo "::add-mask::$value\""
+ echo "::add-mask::\"$value"
+
+ echo "Masked secret: $var (length: ${#value})"
+ fi
+ done
+
+ # Check out base repository code, not the PR's code (for security)
+ - name: Checkout base repository
+ uses: actions/checkout@v4 # No ref specified means it uses base branch
+
+ # Only extract relevant files from the PR (for security, specifically prevent modification of workflow files)
+ - name: Extract PR schema files
+ run: |
+ # Fetch PR without checking it out
+ git fetch origin pull/${{ github.event.pull_request.number }}/head:pr-${{ github.event.pull_request.number }}
+
+ # Extract ONLY the schema files
+ git checkout pr-${{ github.event.pull_request.number }} -- letta/
+ - name: Set up python 3.12
+ id: setup-python
+ uses: actions/setup-python@v5
+ with:
+ python-version: 3.12
+ - name: Load cached Poetry Binary
+ id: cached-poetry-binary
+ uses: actions/cache@v4
+ with:
+ path: ~/.local
+ key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-1.8.3
+ - name: Install Poetry
+ uses: snok/install-poetry@v1
+ with:
+ version: 1.8.3
+ virtualenvs-create: true
+ virtualenvs-in-project: true
+ - name: Load cached venv
+ id: cached-poetry-dependencies
+ uses: actions/cache@v4
+ with:
+ path: .venv
+ key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}${{ inputs.install-args || '-E dev -E postgres -E external-tools -E tests -E cloud-tool-sandbox' }}
+ # Restore cache with this prefix if not exact match with key
+ # Note cache-hit returns false in this case, so the below step will run
+ restore-keys: |
+ venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-
+ - name: Install dependencies
+ if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
+ shell: bash
+ run: poetry install --no-interaction --no-root ${{ inputs.install-args || '-E dev -E postgres -E external-tools -E tests -E cloud-tool-sandbox -E google' }}
+ - name: Install letta packages via Poetry
+ run: |
+ poetry run pip install --upgrade letta-client letta
+ - name: Migrate database
+ env:
+ LETTA_PG_PORT: 5432
+ LETTA_PG_USER: postgres
+ LETTA_PG_PASSWORD: postgres
+ LETTA_PG_DB: postgres
+ LETTA_PG_HOST: localhost
+ run: |
+ psql -h localhost -U postgres -d postgres -c 'CREATE EXTENSION vector'
+ poetry run alembic upgrade head
+ - name: Run integration tests for ${{ matrix.config_file }}
+ env:
+ LLM_CONFIG_FILE: ${{ matrix.config_file }}
+ LETTA_PG_PORT: 5432
+ LETTA_PG_USER: postgres
+ LETTA_PG_PASSWORD: postgres
+ LETTA_PG_DB: postgres
+ LETTA_PG_HOST: localhost
+ LETTA_SERVER_PASS: test_server_token
+ OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+ ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
+ AZURE_API_KEY: ${{ secrets.AZURE_API_KEY }}
+ AZURE_BASE_URL: ${{ secrets.AZURE_BASE_URL }}
+ GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }}
+ COMPOSIO_API_KEY: ${{ secrets.COMPOSIO_API_KEY }}
+ DEEPSEEK_API_KEY: ${{ secrets.DEEPSEEK_API_KEY }}
+ GOOGLE_CLOUD_PROJECT: ${{ secrets.GOOGLE_CLOUD_PROJECT }}
+ GOOGLE_CLOUD_LOCATION: ${{ secrets.GOOGLE_CLOUD_LOCATION }}
+ run: |
+ poetry run pytest \
+ -s -vv \
+ tests/integration_test_send_message.py \
+ --maxfail=1 --durations=10
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 760be895..3ea08c3c 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -28,7 +28,7 @@ First, install Poetry using [the official instructions here](https://python-poet
Once Poetry is installed, navigate to the letta directory and install the Letta project with Poetry:
```shell
cd letta
-poetry shell
+eval $(poetry env activate)
poetry install --all-extras
```
#### Setup PostgreSQL environment (optional)
diff --git a/README.md b/README.md
index 4aa9d728..aa102ba3 100644
--- a/README.md
+++ b/README.md
@@ -8,26 +8,13 @@
Letta (previously MemGPT)
-
-**☄️ New release: Letta Agent Development Environment (_read more [here](#-access-the-ade-agent-development-environment)_) ☄️**
-
-
-
-
-
-
-
-
-
----
-
[Homepage](https://letta.com) // [Documentation](https://docs.letta.com) // [ADE](https://docs.letta.com/agent-development-environment) // [Letta Cloud](https://forms.letta.com/early-access)
-**👾 Letta** is an open source framework for building stateful LLM applications. You can use Letta to build **stateful agents** with advanced reasoning capabilities and transparent long-term memory. The Letta framework is white box and model-agnostic.
+**👾 Letta** is an open source framework for building **stateful agents** with advanced reasoning capabilities and transparent long-term memory. The Letta framework is white box and model-agnostic.
[](https://discord.gg/letta)
[](https://twitter.com/Letta_AI)
@@ -157,7 +144,7 @@ No, the data in your Letta server database stays on your machine. The Letta ADE
> _"Do I have to use your ADE? Can I build my own?"_
-The ADE is built on top of the (fully open source) Letta server and Letta Agents API. You can build your own application like the ADE on top of the REST API (view the documention [here](https://docs.letta.com/api-reference)).
+The ADE is built on top of the (fully open source) Letta server and Letta Agents API. You can build your own application like the ADE on top of the REST API (view the documentation [here](https://docs.letta.com/api-reference)).
> _"Can I interact with Letta agents via the CLI?"_
diff --git a/dev-compose.yaml b/dev-compose.yaml
index 42239b98..36fd5c54 100644
--- a/dev-compose.yaml
+++ b/dev-compose.yaml
@@ -28,7 +28,6 @@ services:
- "8083:8083"
- "8283:8283"
environment:
- - SERPAPI_API_KEY=${SERPAPI_API_KEY}
- LETTA_PG_DB=${LETTA_PG_DB:-letta}
- LETTA_PG_USER=${LETTA_PG_USER:-letta}
- LETTA_PG_PASSWORD=${LETTA_PG_PASSWORD:-letta}
diff --git a/examples/docs/example.py b/examples/docs/example.py
index 2f3530a2..f18a0a0c 100644
--- a/examples/docs/example.py
+++ b/examples/docs/example.py
@@ -8,6 +8,7 @@ If you're using Letta Cloud, replace 'baseURL' with 'token'
See: https://docs.letta.com/api-reference/overview
Execute this script using `poetry run python3 example.py`
+This will install `letta_client` and other dependencies.
"""
client = Letta(
base_url="http://localhost:8283",
diff --git a/examples/mcp_example.py b/examples/mcp_example.py
index 9352a1a3..25d1aaf8 100644
--- a/examples/mcp_example.py
+++ b/examples/mcp_example.py
@@ -2,22 +2,33 @@ from pprint import pprint
from letta_client import Letta
+# Connect to Letta server
client = Letta(base_url="http://localhost:8283")
+# Use the "everything" mcp server:
+# https://github.com/modelcontextprotocol/servers/tree/main/src/everything
mcp_server_name = "everything"
mcp_tool_name = "echo"
+# List all McpTool belonging to the "everything" mcp server.
mcp_tools = client.tools.list_mcp_tools_by_server(
mcp_server_name=mcp_server_name,
)
+
+# We can see that "echo" is one of the tools, but it's not
+# a letta tool that can be added to a client (it has no tool id).
for tool in mcp_tools:
pprint(tool)
+# Create a Tool (with a tool id) using the server and tool names.
mcp_tool = client.tools.add_mcp_tool(
mcp_server_name=mcp_server_name,
mcp_tool_name=mcp_tool_name
)
+# Create an agent with the tool, using tool.id -- note that
+# this is the ONLY tool in the agent, you typically want to
+# also include the default tools.
agent = client.agents.create(
memory_blocks=[
{
@@ -31,6 +42,7 @@ agent = client.agents.create(
)
print(f"Created agent id {agent.id}")
+# Ask the agent to call the tool.
response = client.agents.messages.create(
agent_id=agent.id,
messages=[
diff --git a/examples/notebooks/Customizing memory management.ipynb b/examples/notebooks/Customizing memory management.ipynb
index af167dce..2df343b4 100644
--- a/examples/notebooks/Customizing memory management.ipynb
+++ b/examples/notebooks/Customizing memory management.ipynb
@@ -253,15 +253,18 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "7808912f-831b-4cdc-8606-40052eb809b4",
"metadata": {},
"outputs": [],
"source": [
- "from typing import Optional, List\n",
+ "from typing import Optional, List, TYPE_CHECKING\n",
"import json\n",
"\n",
- "def task_queue_push(self: \"Agent\", task_description: str):\n",
+ "if TYPE_CHECKING:\n",
+ " from letta import AgentState\n",
+ "\n",
+ "def task_queue_push(agent_state: \"AgentState\", task_description: str):\n",
" \"\"\"\n",
" Push to a task queue stored in core memory. \n",
"\n",
@@ -273,12 +276,12 @@
" does not produce a response.\n",
" \"\"\"\n",
" import json\n",
- " tasks = json.loads(self.memory.get_block(\"tasks\").value)\n",
+ " tasks = json.loads(agent_state.memory.get_block(\"tasks\").value)\n",
" tasks.append(task_description)\n",
- " self.memory.update_block_value(\"tasks\", json.dumps(tasks))\n",
+ " agent_state.memory.update_block_value(\"tasks\", json.dumps(tasks))\n",
" return None\n",
"\n",
- "def task_queue_pop(self: \"Agent\"):\n",
+ "def task_queue_pop(agent_state: \"AgentState\"):\n",
" \"\"\"\n",
" Get the next task from the task queue \n",
"\n",
@@ -288,12 +291,12 @@
" None (the task queue is empty)\n",
" \"\"\"\n",
" import json\n",
- " tasks = json.loads(self.memory.get_block(\"tasks\").value)\n",
+ " tasks = json.loads(agent_state.memory.get_block(\"tasks\").value)\n",
" if len(tasks) == 0: \n",
" return None\n",
" task = tasks[0]\n",
" print(\"CURRENT TASKS: \", tasks)\n",
- " self.memory.update_block_value(\"tasks\", json.dumps(tasks[1:]))\n",
+ " agent_state.memory.update_block_value(\"tasks\", json.dumps(tasks[1:]))\n",
" return task\n",
"\n",
"push_task_tool = client.tools.upsert_from_function(func=task_queue_push)\n",
@@ -310,7 +313,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"id": "135fcf3e-59c4-4da3-b86b-dbffb21aa343",
"metadata": {},
"outputs": [],
@@ -336,10 +339,12 @@
" ),\n",
" CreateBlock(\n",
" label=\"tasks\",\n",
- " value=\"\",\n",
+ " value=\"[]\",\n",
" ),\n",
" ],\n",
" tool_ids=[push_task_tool.id, pop_task_tool.id],\n",
+ " model=\"letta/letta-free\",\n",
+ " embedding=\"letta/letta-free\",\n",
")"
]
},
diff --git a/letta/__init__.py b/letta/__init__.py
index f4ba592d..0ed266b2 100644
--- a/letta/__init__.py
+++ b/letta/__init__.py
@@ -7,6 +7,7 @@ except PackageNotFoundError:
# Fallback for development installations
__version__ = "0.8.10"
+
if os.environ.get("LETTA_VERSION"):
__version__ = os.environ["LETTA_VERSION"]
@@ -14,7 +15,7 @@ if os.environ.get("LETTA_VERSION"):
# import clients
from letta.client.client import RESTClient
-# # imports for easier access
+# imports for easier access
from letta.schemas.agent import AgentState
from letta.schemas.block import Block
from letta.schemas.embedding_config import EmbeddingConfig
diff --git a/letta/__main__.py b/letta/__main__.py
deleted file mode 100644
index 89f11424..00000000
--- a/letta/__main__.py
+++ /dev/null
@@ -1,3 +0,0 @@
-from .main import app
-
-app()
diff --git a/letta/embeddings.py b/letta/embeddings.py
index 776671b5..54181577 100644
--- a/letta/embeddings.py
+++ b/letta/embeddings.py
@@ -235,7 +235,9 @@ def embedding_model(config: EmbeddingConfig, user_id: Optional[uuid.UUID] = None
if endpoint_type == "openai":
return OpenAIEmbeddings(
- api_key=model_settings.openai_api_key, model=config.embedding_model, base_url=model_settings.openai_api_base
+ api_key=model_settings.openai_api_key,
+ model=config.embedding_model,
+ base_url=model_settings.openai_api_base,
)
elif endpoint_type == "azure":
diff --git a/letta/functions/function_sets/base.py b/letta/functions/function_sets/base.py
index 2748f72c..f70ecb31 100644
--- a/letta/functions/function_sets/base.py
+++ b/letta/functions/function_sets/base.py
@@ -46,7 +46,7 @@ def conversation_search(self: "Agent", query: str, page: Optional[int] = 0) -> O
count = RETRIEVAL_QUERY_DEFAULT_PAGE_SIZE
# TODO: add paging by page number. currently cursor only works with strings.
# original: start=page * count
- messages = self.message_manager.list_user_messages_for_agent(
+ messages = self.message_manager.list_messages_for_agent(
agent_id=self.agent_state.id,
actor=self.user,
query_text=query,
diff --git a/letta/llm_api/anthropic.py b/letta/llm_api/anthropic.py
index 2fb9b865..81b7ccd3 100644
--- a/letta/llm_api/anthropic.py
+++ b/letta/llm_api/anthropic.py
@@ -55,7 +55,19 @@ BASE_URL = "https://api.anthropic.com/v1"
# https://docs.anthropic.com/claude/docs/models-overview
# Sadly hardcoded
MODEL_LIST = [
- ## Opus 3
+ {
+ "name": "claude-opus-4-20250514",
+ "context_window": 200000,
+ },
+ {
+ "name": "claude-sonnet-4-20250514",
+ "context_window": 200000,
+ },
+ {
+ "name": "claude-3-5-haiku-20241022",
+ "context_window": 200000,
+ },
+ ## Opus
{
"name": "claude-3-opus-20240229",
"context_window": 200000,
diff --git a/letta/llm_api/anthropic_client.py b/letta/llm_api/anthropic_client.py
index 9e940fe4..2d2c1017 100644
--- a/letta/llm_api/anthropic_client.py
+++ b/letta/llm_api/anthropic_client.py
@@ -246,7 +246,8 @@ class AnthropicClient(LLMClientBase):
# Move 'system' to the top level
if messages[0].role != "system":
raise RuntimeError(f"First message is not a system message, instead has role {messages[0].role}")
- data["system"] = messages[0].content if isinstance(messages[0].content, str) else messages[0].content[0].text
+ system_content = messages[0].content if isinstance(messages[0].content, str) else messages[0].content[0].text
+ data["system"] = self._add_cache_control_to_system_message(system_content)
data["messages"] = [
m.to_anthropic_dict(
inner_thoughts_xml_tag=inner_thoughts_xml_tag,
@@ -503,6 +504,22 @@ class AnthropicClient(LLMClientBase):
return chat_completion_response
+ def _add_cache_control_to_system_message(self, system_content):
+ """Add cache control to system message content"""
+ if isinstance(system_content, str):
+ # For string content, convert to list format with cache control
+ return [{"type": "text", "text": system_content, "cache_control": {"type": "ephemeral"}}]
+ elif isinstance(system_content, list):
+ # For list content, add cache control to the last text block
+ cached_content = system_content.copy()
+ for i in range(len(cached_content) - 1, -1, -1):
+ if cached_content[i].get("type") == "text":
+ cached_content[i]["cache_control"] = {"type": "ephemeral"}
+ break
+ return cached_content
+
+ return system_content
+
def convert_tools_to_anthropic_format(tools: List[OpenAITool]) -> List[dict]:
"""See: https://docs.anthropic.com/claude/docs/tool-use
diff --git a/letta/schemas/llm_config.py b/letta/schemas/llm_config.py
index cccf93b0..342b8d8e 100644
--- a/letta/schemas/llm_config.py
+++ b/letta/schemas/llm_config.py
@@ -75,7 +75,8 @@ class LLMConfig(BaseModel):
description="The reasoning effort to use when generating text reasoning models",
)
max_reasoning_tokens: int = Field(
- 0, description="Configurable thinking budget for extended thinking, only used if enable_reasoner is True. Minimum value is 1024."
+ 0,
+ description="Configurable thinking budget for extended thinking. Used for enable_reasoner and also for Google Vertex models like Gemini 2.5 Flash. Minimum value is 1024 when used with enable_reasoner.",
)
frequency_penalty: Optional[float] = Field(
None, # Can also deafult to 0.0?
diff --git a/letta/server/rest_api/routers/openai/chat_completions/chat_completions.py b/letta/server/rest_api/routers/openai/chat_completions/chat_completions.py
index 86a0b54f..75579145 100644
--- a/letta/server/rest_api/routers/openai/chat_completions/chat_completions.py
+++ b/letta/server/rest_api/routers/openai/chat_completions/chat_completions.py
@@ -30,9 +30,7 @@ logger = get_logger(__name__)
responses={
200: {
"description": "Successful response",
- "content": {
- "text/event-stream": {"description": "Server-Sent Events stream"},
- },
+ "content": {"text/event-stream": {}},
}
},
)
diff --git a/letta/server/rest_api/routers/v1/tools.py b/letta/server/rest_api/routers/v1/tools.py
index 4feec778..59b93a4e 100644
--- a/letta/server/rest_api/routers/v1/tools.py
+++ b/letta/server/rest_api/routers/v1/tools.py
@@ -105,6 +105,21 @@ async def list_tools(
raise HTTPException(status_code=500, detail=str(e))
+@router.get("/count", response_model=int, operation_id="count_tools")
+def count_tools(
+ server: SyncServer = Depends(get_letta_server),
+ actor_id: Optional[str] = Header(None, alias="user_id"),
+):
+ """
+ Get a count of all tools available to agents belonging to the org of the user
+ """
+ try:
+ return server.tool_manager.size(actor=server.user_manager.get_user_or_default(user_id=actor_id))
+ except Exception as e:
+ print(f"Error occurred: {e}")
+ raise HTTPException(status_code=500, detail=str(e))
+
+
@router.post("/", response_model=Tool, operation_id="create_tool")
async def create_tool(
request: ToolCreate = Body(...),
diff --git a/letta/server/rest_api/routers/v1/voice.py b/letta/server/rest_api/routers/v1/voice.py
index e33bf9bf..a8b172de 100644
--- a/letta/server/rest_api/routers/v1/voice.py
+++ b/letta/server/rest_api/routers/v1/voice.py
@@ -25,9 +25,7 @@ logger = get_logger(__name__)
responses={
200: {
"description": "Successful response",
- "content": {
- "text/event-stream": {"description": "Server-Sent Events stream"},
- },
+ "content": {"text/event-stream": {}},
}
},
)
diff --git a/letta/services/agent_manager.py b/letta/services/agent_manager.py
index ac41f37d..3e17740f 100644
--- a/letta/services/agent_manager.py
+++ b/letta/services/agent_manager.py
@@ -2732,7 +2732,7 @@ class AgentManager:
agent_state = await self.rebuild_system_prompt_async(agent_id=agent_id, actor=actor, force=True)
calculator = ContextWindowCalculator()
- if os.getenv("LETTA_ENVIRONMENT") == "PRODUCTION" or agent_state.llm_config.model_endpoint_type == "anthropic":
+ if os.getenv("LETTA_ENVIRONMENT") == "PRODUCTION" and agent_state.llm_config.model_endpoint_type == "anthropic":
anthropic_client = LLMClient.create(provider_type=ProviderType.anthropic, actor=actor)
model = agent_state.llm_config.model if agent_state.llm_config.model_endpoint_type == "anthropic" else None
diff --git a/poetry.lock b/poetry.lock
index 2336811d..84c51b99 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,12 +1,13 @@
# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
-
[[package]]
name = "aioboto3"
version = "14.3.0"
description = "Async boto3 wrapper"
optional = true
python-versions = "<4.0,>=3.8"
+groups = ["main"]
+markers = "extra == \"bedrock\""
files = [
{file = "aioboto3-14.3.0-py3-none-any.whl", hash = "sha256:aec5de94e9edc1ffbdd58eead38a37f00ddac59a519db749a910c20b7b81bca7"},
{file = "aioboto3-14.3.0.tar.gz", hash = "sha256:1d18f88bb56835c607b62bb6cb907754d717bedde3ddfff6935727cb48a80135"},
@@ -26,6 +27,8 @@ version = "2.22.0"
description = "Async client for aws services using botocore and aiohttp"
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"bedrock\""
files = [
{file = "aiobotocore-2.22.0-py3-none-any.whl", hash = "sha256:b4e6306f79df9d81daff1f9d63189a2dbee4b77ce3ab937304834e35eaaeeccf"},
{file = "aiobotocore-2.22.0.tar.gz", hash = "sha256:11091477266b75c2b5d28421c1f2bc9a87d175d0b8619cb830805e7a113a170b"},
@@ -51,6 +54,8 @@ version = "24.1.0"
description = "File support for asyncio."
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"bedrock\""
files = [
{file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
{file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
@@ -62,6 +67,7 @@ version = "2.6.1"
description = "Happy Eyeballs for asyncio"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
{file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
{file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -69,96 +75,102 @@ files = [
[[package]]
name = "aiohttp"
-version = "3.11.16"
+version = "3.12.13"
description = "Async http client/server framework (asyncio)"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
- {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb46bb0f24813e6cede6cc07b1961d4b04f331f7112a23b5e21f567da4ee50aa"},
- {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:54eb3aead72a5c19fad07219acd882c1643a1027fbcdefac9b502c267242f955"},
- {file = "aiohttp-3.11.16-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:38bea84ee4fe24ebcc8edeb7b54bf20f06fd53ce4d2cc8b74344c5b9620597fd"},
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aiosignal = ">=1.1.2"
async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
attrs = ">=17.3.0"
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yarl = ">=1.17.0,<2.0"
[package.extras]
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+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
[[package]]
name = "aiohttp-retry"
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description = "Simple retry client for aiohttp"
optional = false
python-versions = ">=3.7"
+groups = ["main"]
files = [
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description = "itertools and builtins for AsyncIO and mixed iterables"
optional = true
python-versions = ">=3.8"
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optional = false
python-versions = ">=3.8"
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docs = ["sphinx (==7.3.7)", "sphinx-mdinclude (==0.6.0)"]
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name = "aiosignal"
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description = "aiosignal: a list of registered asynchronous callbacks"
optional = false
python-versions = ">=3.9"
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+
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+
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+dev = ["attribution (==1.7.1)", "black (==24.3.0)", "build (>=1.2)", "coverage[toml] (==7.6.10)", "flake8 (==7.0.0)", "flake8-bugbear (==24.12.12)", "flit (==3.10.1)", "mypy (==1.14.1)", "ufmt (==2.5.1)", "usort (==1.0.8.post1)"]
+docs = ["sphinx (==8.1.3)", "sphinx-mdinclude (==0.6.1)"]
[[package]]
name = "alembic"
-version = "1.15.2"
+version = "1.16.2"
description = "A database migration tool for SQLAlchemy."
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
- {file = "alembic-1.15.2-py3-none-any.whl", hash = "sha256:2e76bd916d547f6900ec4bb5a90aeac1485d2c92536923d0b138c02b126edc53"},
- {file = "alembic-1.15.2.tar.gz", hash = "sha256:1c72391bbdeffccfe317eefba686cb9a3c078005478885413b95c3b26c57a8a7"},
+ {file = "alembic-1.16.2-py3-none-any.whl", hash = "sha256:5f42e9bd0afdbd1d5e3ad856c01754530367debdebf21ed6894e34af52b3bb03"},
+ {file = "alembic-1.16.2.tar.gz", hash = "sha256:e53c38ff88dadb92eb22f8b150708367db731d58ad7e9d417c9168ab516cbed8"},
]
[package.dependencies]
Mako = "*"
SQLAlchemy = ">=1.4.0"
+tomli = {version = "*", markers = "python_version < \"3.11\""}
typing-extensions = ">=4.12"
[package.extras]
@@ -253,6 +292,7 @@ version = "0.7.0"
description = "Reusable constraint types to use with typing.Annotated"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
{file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -264,6 +304,7 @@ version = "0.49.0"
description = "The official Python library for the anthropic API"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "anthropic-0.49.0-py3-none-any.whl", hash = "sha256:bbc17ad4e7094988d2fa86b87753ded8dce12498f4b85fe5810f208f454a8375"},
{file = "anthropic-0.49.0.tar.gz", hash = "sha256:c09e885b0f674b9119b4f296d8508907f6cff0009bc20d5cf6b35936c40b4398"},
@@ -288,6 +329,7 @@ version = "4.9.0"
description = "High level compatibility layer for multiple asynchronous event loop implementations"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
{file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
{file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
@@ -301,7 +343,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
[package.extras]
doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
trio = ["trio (>=0.26.1)"]
[[package]]
@@ -310,6 +352,8 @@ version = "0.1.4"
description = "Disable App Nap on macOS >= 10.9"
optional = false
python-versions = ">=3.6"
+groups = ["dev"]
+markers = "platform_system == \"Darwin\""
files = [
{file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
{file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -321,6 +365,7 @@ version = "3.11.0"
description = "In-process task scheduler with Cron-like capabilities"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "APScheduler-3.11.0-py3-none-any.whl", hash = "sha256:fc134ca32e50f5eadcc4938e3a4545ab19131435e851abb40b34d63d5141c6da"},
{file = "apscheduler-3.11.0.tar.gz", hash = "sha256:4c622d250b0955a65d5d0eb91c33e6d43fd879834bf541e0a18661ae60460133"},
@@ -337,7 +382,7 @@ mongodb = ["pymongo (>=3.0)"]
redis = ["redis (>=3.0)"]
rethinkdb = ["rethinkdb (>=2.4.0)"]
sqlalchemy = ["sqlalchemy (>=1.4)"]
-test = ["APScheduler[etcd,mongodb,redis,rethinkdb,sqlalchemy,tornado,zookeeper]", "PySide6", "anyio (>=4.5.2)", "gevent", "pytest", "pytz", "twisted"]
+test = ["APScheduler[etcd,mongodb,redis,rethinkdb,sqlalchemy,tornado,zookeeper]", "PySide6 ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "anyio (>=4.5.2)", "gevent ; python_version < \"3.14\"", "pytest", "pytz", "twisted ; python_version < \"3.14\""]
tornado = ["tornado (>=4.3)"]
twisted = ["twisted"]
zookeeper = ["kazoo"]
@@ -348,6 +393,7 @@ version = "3.6.2"
description = "Bash tab completion for argparse"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "argcomplete-3.6.2-py3-none-any.whl", hash = "sha256:65b3133a29ad53fb42c48cf5114752c7ab66c1c38544fdf6460f450c09b42591"},
{file = "argcomplete-3.6.2.tar.gz", hash = "sha256:d0519b1bc867f5f4f4713c41ad0aba73a4a5f007449716b16f385f2166dc6adf"},
@@ -362,6 +408,8 @@ version = "1.5.1"
description = "Fast ASN.1 parser and serializer with definitions for private keys, public keys, certificates, CRL, OCSP, CMS, PKCS#3, PKCS#7, PKCS#8, PKCS#12, PKCS#5, X.509 and TSP"
optional = true
python-versions = "*"
+groups = ["main"]
+markers = "extra == \"postgres\" or extra == \"desktop\" or extra == \"all\""
files = [
{file = "asn1crypto-1.5.1-py2.py3-none-any.whl", hash = "sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67"},
{file = "asn1crypto-1.5.1.tar.gz", hash = "sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c"},
@@ -373,10 +421,12 @@ version = "3.0.0"
description = "Annotate AST trees with source code positions"
optional = false
python-versions = ">=3.8"
+groups = ["main", "dev"]
files = [
{file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
{file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
]
+markers = {main = "extra == \"dev\" or extra == \"all\""}
[package.extras]
astroid = ["astroid (>=2,<4)"]
@@ -388,17 +438,34 @@ version = "4.0.3"
description = "Timeout context manager for asyncio programs"
optional = false
python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version == \"3.10\""
files = [
{file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
{file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
]
+[[package]]
+name = "async-timeout"
+version = "5.0.1"
+description = "Timeout context manager for asyncio programs"
+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "(extra == \"redis\" or extra == \"all\") and python_full_version < \"3.11.3\" and python_version == \"3.11\""
+files = [
+ {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
+ {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
+]
+
[[package]]
name = "asyncpg"
version = "0.30.0"
description = "An asyncio PostgreSQL driver"
optional = true
python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"postgres\""
files = [
{file = "asyncpg-0.30.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bfb4dd5ae0699bad2b233672c8fc5ccbd9ad24b89afded02341786887e37927e"},
{file = "asyncpg-0.30.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc1f62c792752a49f88b7e6f774c26077091b44caceb1983509edc18a2222ec0"},
@@ -456,8 +523,8 @@ async-timeout = {version = ">=4.0.3", markers = "python_version < \"3.11.0\""}
[package.extras]
docs = ["Sphinx (>=8.1.3,<8.2.0)", "sphinx-rtd-theme (>=1.2.2)"]
-gssauth = ["gssapi", "sspilib"]
-test = ["distro (>=1.9.0,<1.10.0)", "flake8 (>=6.1,<7.0)", "flake8-pyi (>=24.1.0,<24.2.0)", "gssapi", "k5test", "mypy (>=1.8.0,<1.9.0)", "sspilib", "uvloop (>=0.15.3)"]
+gssauth = ["gssapi ; platform_system != \"Windows\"", "sspilib ; platform_system == \"Windows\""]
+test = ["distro (>=1.9.0,<1.10.0)", "flake8 (>=6.1,<7.0)", "flake8-pyi (>=24.1.0,<24.2.0)", "gssapi ; platform_system == \"Linux\"", "k5test ; platform_system == \"Linux\"", "mypy (>=1.8.0,<1.9.0)", "sspilib ; platform_system == \"Windows\"", "uvloop (>=0.15.3) ; platform_system != \"Windows\" and python_version < \"3.14.0\""]
[[package]]
name = "attrs"
@@ -465,18 +532,19 @@ version = "25.3.0"
description = "Classes Without Boilerplate"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
{file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
]
[package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
[[package]]
name = "autoflake"
@@ -484,6 +552,8 @@ version = "2.3.1"
description = "Removes unused imports and unused variables"
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"all\""
files = [
{file = "autoflake-2.3.1-py3-none-any.whl", hash = "sha256:3ae7495db9084b7b32818b4140e6dc4fc280b712fb414f5b8fe57b0a8e85a840"},
{file = "autoflake-2.3.1.tar.gz", hash = "sha256:c98b75dc5b0a86459c4f01a1d32ac7eb4338ec4317a4469515ff1e687ecd909e"},
@@ -495,13 +565,14 @@ tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
[[package]]
name = "banks"
-version = "2.1.1"
+version = "2.1.3"
description = "A prompt programming language"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
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- {file = "banks-2.1.1.tar.gz", hash = "sha256:95ec9c8f3c173c9f1c21eb2451ba0e21dda87f1ceb738854fabadb54bc387b86"},
+ {file = "banks-2.1.3-py3-none-any.whl", hash = "sha256:9e1217dc977e6dd1ce42c5ff48e9bcaf238d788c81b42deb6a555615ffcffbab"},
+ {file = "banks-2.1.3.tar.gz", hash = "sha256:c0dd2cb0c5487274a513a552827e6a8ddbd0ab1a1b967f177e71a6e4748a3ed2"},
]
[package.dependencies]
@@ -520,6 +591,7 @@ version = "4.3.0"
description = "Modern password hashing for your software and your servers"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "bcrypt-4.3.0-cp313-cp313t-macosx_10_12_universal2.whl", hash = "sha256:f01e060f14b6b57bbb72fc5b4a83ac21c443c9a2ee708e04a10e9192f90a6281"},
{file = "bcrypt-4.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c5eeac541cefd0bb887a371ef73c62c3cd78535e4887b310626036a7c0a817bb"},
@@ -580,13 +652,14 @@ typecheck = ["mypy"]
[[package]]
name = "beautifulsoup4"
-version = "4.13.3"
+version = "4.13.4"
description = "Screen-scraping library"
optional = false
python-versions = ">=3.7.0"
+groups = ["main"]
files = [
- {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
- {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
+ {file = "beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b"},
+ {file = "beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195"},
]
[package.dependencies]
@@ -619,6 +692,7 @@ version = "24.10.0"
description = "The uncompromising code formatter."
optional = false
python-versions = ">=3.9"
+groups = ["main", "dev"]
files = [
{file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"},
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@@ -667,6 +741,8 @@ version = "1.9.0"
description = "Fast, simple object-to-object and broadcast signaling"
optional = true
python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
files = [
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{file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
@@ -678,6 +754,8 @@ version = "1.37.3"
description = "The AWS SDK for Python"
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"bedrock\""
files = [
{file = "boto3-1.37.3-py3-none-any.whl", hash = "sha256:2063b40af99fd02f6228ff52397b552ff3353831edaf8d25cc04801827ab9794"},
{file = "boto3-1.37.3.tar.gz", hash = "sha256:21f3ce0ef111297e63a6eb998a25197b8c10982970c320d4c6e8db08be2157be"},
@@ -697,6 +775,8 @@ version = "1.37.3"
description = "Low-level, data-driven core of boto 3."
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"bedrock\""
files = [
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{file = "botocore-1.37.3.tar.gz", hash = "sha256:fe8403eb55a88faf9b0f9da6615e5bee7be056d75e17af66c3c8f0a3b0648da4"},
@@ -716,6 +796,7 @@ version = "1.1.0"
description = "Python bindings for the Brotli compression library"
optional = false
python-versions = "*"
+groups = ["main"]
files = [
{file = "Brotli-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e1140c64812cb9b06c922e77f1c26a75ec5e3f0fb2bf92cc8c58720dec276752"},
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@@ -727,6 +808,10 @@ files = [
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{file = "Brotli-1.1.0-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:e84799f09591700a4154154cab9787452925578841a94321d5ee8fb9a9a328f0"},
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description = "Composable command line interface toolkit"
optional = false
python-versions = ">=3.7"
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optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
optional = false
python-versions = ">=3.8"
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optional = false
python-versions = "<4,>=3.9"
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jsonref = ">=1.1.0"
jsonschema = ">=4.21.1,<5"
paramiko = ">=3.4.1"
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pydantic = ">=2.6.4"
pyperclip = ">=1.8.2,<2"
pysher = "1.0.8"
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description = "Python library for calculating contours of 2D quadrilateral grids"
optional = false
python-versions = ">=3.10"
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+version = "45.0.5"
description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
optional = false
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optional = false
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@@ -1349,10 +1493,12 @@ version = "5.2.1"
description = "Decorators for Humans"
optional = false
python-versions = ">=3.8"
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files = [
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description = "encoder, decoder, and lint/validator for JSON (JavaScript Object Notation) compliant with RFC 7159"
optional = false
python-versions = "*"
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files = [
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description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
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name = "dirtyjson"
@@ -1387,6 +1535,7 @@ version = "1.0.8"
description = "JSON decoder for Python that can extract data from the muck"
optional = false
python-versions = "*"
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description = "Distribution utilities"
optional = true
python-versions = "*"
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files = [
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@@ -1409,6 +1560,7 @@ version = "1.9.0"
description = "Distro - an OS platform information API"
optional = false
python-versions = ">=3.6"
+groups = ["main"]
files = [
{file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
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@@ -1420,6 +1572,7 @@ version = "2.7.0"
description = "DNS toolkit"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
{file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
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@@ -1440,6 +1593,8 @@ version = "7.1.0"
description = "A Python library for the Docker Engine API."
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\""
files = [
{file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
{file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
@@ -1462,6 +1617,7 @@ version = "0.16"
description = "Parse Python docstrings in reST, Google and Numpydoc format"
optional = false
python-versions = ">=3.6,<4.0"
+groups = ["main"]
files = [
{file = "docstring_parser-0.16-py3-none-any.whl", hash = "sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637"},
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@@ -1469,13 +1625,15 @@ files = [
[[package]]
name = "e2b"
-version = "1.3.3"
+version = "1.5.4"
description = "E2B SDK that give agents cloud environments"
optional = true
python-versions = "<4.0,>=3.9"
+groups = ["main"]
+markers = "extra == \"cloud-tool-sandbox\""
files = [
- {file = "e2b-1.3.3-py3-none-any.whl", hash = "sha256:1f851345fd22abc1f16fb82197e88786909323edfd140a7a17b8a6ed4bd4ef03"},
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]
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@@ -1483,24 +1641,26 @@ attrs = ">=23.2.0"
httpcore = ">=1.0.5,<2.0.0"
httpx = ">=0.27.0,<1.0.0"
packaging = ">=24.1"
-protobuf = ">=3.20.0,<6.0.0"
+protobuf = ">=5.29.4,<6.0.0"
python-dateutil = ">=2.8.2"
typing-extensions = ">=4.1.0"
[[package]]
name = "e2b-code-interpreter"
-version = "1.2.0"
+version = "1.5.1"
description = "E2B Code Interpreter - Stateful code execution"
optional = true
python-versions = "<4.0,>=3.9"
+groups = ["main"]
+markers = "extra == \"cloud-tool-sandbox\""
files = [
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]
[package.dependencies]
attrs = ">=21.3.0"
-e2b = ">=1.3.1,<2.0.0"
+e2b = ">=1.4.0,<2.0.0"
httpx = ">=0.20.0,<1.0.0"
[[package]]
@@ -1509,6 +1669,7 @@ version = "2.2.0"
description = "A robust email address syntax and deliverability validation library."
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"},
{file = "email_validator-2.2.0.tar.gz", hash = "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7"},
@@ -1524,6 +1685,7 @@ version = "0.2.2"
description = "Like `typing._eval_type`, but lets older Python versions use newer typing features."
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "eval_type_backport-0.2.2-py3-none-any.whl", hash = "sha256:cb6ad7c393517f476f96d456d0412ea80f0a8cf96f6892834cd9340149111b0a"},
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@@ -1534,15 +1696,20 @@ tests = ["pytest"]
[[package]]
name = "exceptiongroup"
-version = "1.2.2"
+version = "1.3.0"
description = "Backport of PEP 654 (exception groups)"
optional = false
python-versions = ">=3.7"
+groups = ["main", "dev", "dev,tests"]
+markers = "python_version == \"3.10\""
files = [
- {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
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]
+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
[package.extras]
test = ["pytest (>=6)"]
@@ -1552,13 +1719,15 @@ version = "2.2.0"
description = "Get the currently executing AST node of a frame, and other information"
optional = false
python-versions = ">=3.8"
+groups = ["main", "dev"]
files = [
{file = "executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa"},
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]
+markers = {main = "extra == \"dev\" or extra == \"all\""}
[package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
[[package]]
name = "faker"
@@ -1566,6 +1735,7 @@ version = "36.2.3"
description = "Faker is a Python package that generates fake data for you."
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
{file = "Faker-36.2.3-py3-none-any.whl", hash = "sha256:7ca995d65ec08d013f3c1230da7f628cb2c169a77e89cd265d7a59f443f0febd"},
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@@ -1576,13 +1746,14 @@ tzdata = "*"
[[package]]
name = "fastapi"
-version = "0.115.12"
+version = "0.115.14"
description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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]
[package.dependencies]
@@ -1600,6 +1771,8 @@ version = "3.18.0"
description = "A platform independent file lock."
optional = true
python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"all\""
files = [
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@@ -1608,7 +1781,7 @@ files = [
[package.extras]
docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
[[package]]
name = "filetype"
@@ -1616,6 +1789,7 @@ version = "1.2.0"
description = "Infer file type and MIME type of any file/buffer. No external dependencies."
optional = false
python-versions = "*"
+groups = ["main"]
files = [
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@@ -1623,13 +1797,15 @@ files = [
[[package]]
name = "firecrawl-py"
-version = "2.8.0"
+version = "2.15.0"
description = "Python SDK for Firecrawl API"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"external-tools\""
files = [
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]
[package.dependencies]
@@ -1642,21 +1818,24 @@ websockets = "*"
[[package]]
name = "flask"
-version = "3.1.0"
+version = "3.1.1"
description = "A simple framework for building complex web applications."
optional = true
python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
files = [
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]
[package.dependencies]
-blinker = ">=1.9"
+blinker = ">=1.9.0"
click = ">=8.1.3"
-itsdangerous = ">=2.2"
-Jinja2 = ">=3.1.2"
-Werkzeug = ">=3.1"
+itsdangerous = ">=2.2.0"
+jinja2 = ">=3.1.2"
+markupsafe = ">=2.1.1"
+werkzeug = ">=3.1.0"
[package.extras]
async = ["asgiref (>=3.2)"]
@@ -1664,13 +1843,15 @@ dotenv = ["python-dotenv"]
[[package]]
name = "flask-cors"
-version = "5.0.1"
+version = "6.0.1"
description = "A Flask extension simplifying CORS support"
optional = true
python-versions = "<4.0,>=3.9"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
files = [
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[package.dependencies]
@@ -1683,6 +1864,8 @@ version = "0.6.3"
description = "User authentication and session management for Flask."
optional = true
python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
files = [
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@@ -1694,187 +1877,194 @@ Werkzeug = ">=1.0.1"
[[package]]
name = "fonttools"
-version = "4.57.0"
+version = "4.58.5"
description = "Tools to manipulate font files"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main"]
files = [
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[[package]]
name = "google-auth"
-version = "2.38.0"
+version = "2.40.3"
description = "Google Authentication Library"
optional = true
python-versions = ">=3.7"
+groups = ["main"]
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watchfiles = {version = ">=1.0,<2.0", optional = true, markers = "extra == \"reload\""}
[package.extras]
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[[package]]
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description = "Turn HTML into equivalent Markdown-structured text."
optional = false
python-versions = ">=3.5"
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python-versions = ">=3.8"
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python-versions = ">=3.8"
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@@ -2550,13 +2772,15 @@ files = [
[[package]]
name = "identify"
-version = "2.6.9"
+version = "2.6.12"
description = "File identification library for Python"
optional = true
python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"all\""
files = [
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- {file = "identify-2.6.9.tar.gz", hash = "sha256:d40dfe3142a1421d8518e3d3985ef5ac42890683e32306ad614a29490abeb6bf"},
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]
[package.extras]
@@ -2568,6 +2792,7 @@ version = "3.10"
description = "Internationalized Domain Names in Applications (IDNA)"
optional = false
python-versions = ">=3.6"
+groups = ["main", "dev"]
files = [
{file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
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@@ -2582,6 +2807,7 @@ version = "8.5.0"
description = "Read metadata from Python packages"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
{file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
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@@ -2591,12 +2817,12 @@ files = [
zipp = ">=3.20"
[package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
cover = ["pytest-cov"]
doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
enabler = ["pytest-enabler (>=2.2)"]
perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
type = ["pytest-mypy"]
[[package]]
@@ -2605,6 +2831,7 @@ version = "5.6.2"
description = "Correctly generate plurals, singular nouns, ordinals, indefinite articles; convert numbers to words"
optional = false
python-versions = ">=3.7"
+groups = ["main"]
files = [
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@@ -2612,7 +2839,7 @@ files = [
[package.extras]
docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
-testing = ["pygments", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+testing = ["pygments", "pytest (>=6)", "pytest-black (>=0.3.7) ; platform_python_implementation != \"PyPy\"", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1) ; platform_python_implementation != \"PyPy\""]
[[package]]
name = "inflection"
@@ -2620,6 +2847,7 @@ version = "0.5.1"
description = "A port of Ruby on Rails inflector to Python"
optional = false
python-versions = ">=3.5"
+groups = ["main"]
files = [
{file = "inflection-0.5.1-py2.py3-none-any.whl", hash = "sha256:f38b2b640938a4f35ade69ac3d053042959b62a0f1076a5bbaa1b9526605a8a2"},
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@@ -2631,10 +2859,12 @@ version = "2.1.0"
description = "brain-dead simple config-ini parsing"
optional = false
python-versions = ">=3.8"
+groups = ["main", "dev", "dev,tests"]
files = [
{file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
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]
+markers = {main = "extra == \"dev\" or extra == \"all\""}
[[package]]
name = "ipdb"
@@ -2642,6 +2872,7 @@ version = "0.13.13"
description = "IPython-enabled pdb"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["dev"]
files = [
{file = "ipdb-0.13.13-py3-none-any.whl", hash = "sha256:45529994741c4ab6d2388bfa5d7b725c2cf7fe9deffabdb8a6113aa5ed449ed4"},
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@@ -2658,6 +2889,7 @@ version = "6.29.5"
description = "IPython Kernel for Jupyter"
optional = false
python-versions = ">=3.8"
+groups = ["dev"]
files = [
{file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
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@@ -2687,14 +2919,16 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
[[package]]
name = "ipython"
-version = "8.35.0"
+version = "8.37.0"
description = "IPython: Productive Interactive Computing"
optional = false
python-versions = ">=3.10"
+groups = ["main", "dev"]
files = [
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]
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[package.dependencies]
colorama = {version = "*", markers = "sys_platform == \"win32\""}
@@ -2712,7 +2946,7 @@ typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
[package.extras]
all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing_extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing_extensions"]
kernel = ["ipykernel"]
matplotlib = ["matplotlib"]
nbconvert = ["nbconvert"]
@@ -2723,12 +2957,63 @@ qtconsole = ["qtconsole"]
test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
test-extra = ["curio", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+[[package]]
+name = "ipython"
+version = "9.4.0"
+description = "IPython: Productive Interactive Computing"
+optional = false
+python-versions = ">=3.11"
+groups = ["main", "dev"]
+files = [
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+]
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+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+ipython-pygments-lexers = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
+prompt_toolkit = ">=3.0.41,<3.1.0"
+pygments = ">=2.4.0"
+stack_data = "*"
+traitlets = ">=5.13.0"
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+
+[package.extras]
+all = ["ipython[doc,matplotlib,test,test-extra]"]
+black = ["black"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinx_toml (==0.0.4)", "typing_extensions"]
+matplotlib = ["matplotlib"]
+test = ["packaging", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipykernel", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbclient", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+
+[[package]]
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+description = "Defines a variety of Pygments lexers for highlighting IPython code."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
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+
+[package.dependencies]
+pygments = "*"
+
[[package]]
name = "isort"
version = "5.13.2"
description = "A Python utility / library to sort Python imports."
optional = false
python-versions = ">=3.8.0"
+groups = ["main"]
files = [
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@@ -2743,6 +3028,8 @@ version = "2.2.0"
description = "Safely pass data to untrusted environments and back."
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
files = [
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@@ -2754,10 +3041,12 @@ version = "0.19.2"
description = "An autocompletion tool for Python that can be used for text editors."
optional = false
python-versions = ">=3.6"
+groups = ["main", "dev"]
files = [
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]
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parso = ">=0.8.4,<0.9.0"
@@ -2773,6 +3062,7 @@ version = "3.1.6"
description = "A very fast and expressive template engine."
optional = false
python-versions = ">=3.7"
+groups = ["main"]
files = [
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@@ -2786,87 +3076,89 @@ i18n = ["Babel (>=2.7)"]
[[package]]
name = "jiter"
-version = "0.9.0"
+version = "0.10.0"
description = "Fast iterable JSON parser."
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main"]
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description = "JSON Matching Expressions"
optional = true
python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"bedrock\""
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name = "joblib"
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+version = "1.5.1"
description = "Lightweight pipelining with Python functions"
optional = false
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optional = true
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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description = "Identify specific nodes in a JSON document (RFC 6901)"
optional = true
python-versions = ">=3.7"
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description = "jsonref is a library for automatic dereferencing of JSON Reference objects for Python."
optional = false
python-versions = ">=3.7"
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name = "jsonschema"
-version = "4.23.0"
+version = "4.24.0"
description = "An implementation of JSON Schema validation for Python"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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[[package]]
name = "jsonschema-specifications"
-version = "2024.10.1"
+version = "2025.4.1"
description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
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description = "Jupyter protocol implementation and client libraries"
optional = false
python-versions = ">=3.8"
+groups = ["dev"]
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[[package]]
name = "jupyter-core"
-version = "5.7.2"
+version = "5.8.1"
description = "Jupyter core package. A base package on which Jupyter projects rely."
optional = false
python-versions = ">=3.8"
+groups = ["dev"]
files = [
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traitlets = ">=5.3"
[package.extras]
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-test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
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+test = ["ipykernel", "pre-commit", "pytest (<9)", "pytest-cov", "pytest-timeout"]
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name = "kiwisolver"
@@ -3010,6 +3314,7 @@ version = "1.4.8"
description = "A fast implementation of the Cassowary constraint solver"
optional = false
python-versions = ">=3.10"
+groups = ["main"]
files = [
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name = "langchain"
-version = "0.3.23"
+version = "0.3.26"
description = "Building applications with LLMs through composability"
optional = true
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
+groups = ["main"]
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-langchain-core = ">=0.3.51,<1.0.0"
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langchain-text-splitters = ">=0.3.8,<1.0.0"
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pydantic = ">=2.7.4,<3.0.0"
PyYAML = ">=5.3"
requests = ">=2,<3"
@@ -3139,6 +3446,8 @@ version = "0.3.21"
description = "Community contributed LangChain integrations."
optional = true
python-versions = "<4.0,>=3.9"
+groups = ["main"]
+markers = "python_version == \"3.13\" and (extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\")"
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SQLAlchemy = ">=1.4,<3"
tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+[[package]]
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+version = "0.3.27"
+description = "Community contributed LangChain integrations."
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "(extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\") and python_version <= \"3.12\""
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+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+
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name = "langchain-core"
-version = "0.3.51"
+version = "0.3.68"
description = "Building applications with LLMs through composability"
optional = true
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+python-versions = ">=3.9"
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description = "LangChain text splitting utilities"
optional = true
python-versions = "<4.0,>=3.9"
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[[package]]
name = "mypy-extensions"
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description = "Type system extensions for programs checked with the mypy type checker."
optional = false
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@@ -4056,6 +4457,7 @@ version = "1.6.0"
description = "Patch asyncio to allow nested event loops"
optional = false
python-versions = ">=3.5"
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description = "Python package for creating and manipulating graphs and networks"
optional = false
python-versions = ">=3.10"
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test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
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version = "3.9.1"
description = "Natural Language Toolkit"
optional = false
python-versions = ">=3.8"
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description = "Node.js virtual environment builder"
optional = true
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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@@ -4122,6 +4551,7 @@ version = "1.26.4"
description = "Fundamental package for array computing in Python"
optional = false
python-versions = ">=3.9"
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files = [
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name = "openai"
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description = "The official Python library for the openai API"
optional = false
python-versions = ">=3.8"
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typing-extensions = ">=4.11,<5"
[package.extras]
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datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
realtime = ["websockets (>=13,<16)"]
voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
@@ -4193,6 +4625,7 @@ version = "1.30.0"
description = "OpenTelemetry Python API"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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description = "OpenTelemetry Collector Exporters"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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description = "OpenTelemetry Protobuf encoding"
optional = false
python-versions = ">=3.8"
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files = [
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description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
optional = false
python-versions = ">=3.8"
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files = [
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description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
optional = false
python-versions = ">=3.8"
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files = [
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description = "OpenTelemetry requests instrumentation"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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description = "OpenTelemetry Python Proto"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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description = "OpenTelemetry Python SDK"
optional = false
python-versions = ">=3.8"
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files = [
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description = "OpenTelemetry Semantic Conventions"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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description = "Web util for OpenTelemetry"
optional = false
python-versions = ">=3.8"
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optional = true
python-versions = ">=3.9"
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optional = false
python-versions = ">=3.8"
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optional = false
python-versions = ">=3.9"
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python-versions = ">=3.8"
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python-versions = ">=3.8"
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fpx = ["olefile"]
mic = ["olefile"]
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+typing = ["typing-extensions ; python_version < \"3.10\""]
xmp = ["defusedxml"]
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@@ -4737,6 +5209,7 @@ version = "7.3.0"
description = "Pinecone client and SDK"
optional = false
python-versions = "<4.0,>=3.9"
+groups = ["main", "dev"]
files = [
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name = "pinecone-plugin-assistant"
@@ -4765,6 +5238,7 @@ version = "1.7.0"
description = "Assistant plugin for Pinecone SDK"
optional = false
python-versions = "<4.0,>=3.9"
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files = [
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description = "Plugin interface for the Pinecone python client"
optional = false
python-versions = "<4.0,>=3.8"
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files = [
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+version = "4.3.8"
description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
optional = false
python-versions = ">=3.9"
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[[package]]
name = "pluggy"
-version = "1.5.0"
+version = "1.6.0"
description = "plugin and hook calling mechanisms for python"
optional = false
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+testing = ["coverage", "pytest", "pytest-benchmark"]
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name = "pre-commit"
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description = "A framework for managing and maintaining multi-language pre-commit hooks."
optional = true
python-versions = ">=3.9"
+groups = ["main"]
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description = "A simple Python library for easily displaying tabular data in a visually appealing ASCII table format"
optional = false
python-versions = ">=3.9"
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[[package]]
name = "prompt-toolkit"
-version = "3.0.50"
+version = "3.0.51"
description = "Library for building powerful interactive command lines in Python"
optional = false
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description = "Accelerated property cache"
optional = false
python-versions = ">=3.9"
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crypto = ["cryptography"]
cryptodome = ["PyCryptodome"]
-dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
+dev = ["black", "flit", "pip-tools", "pre-commit", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
docs = ["myst_parser", "sphinx", "sphinx_rtd_theme"]
full = ["Pillow (>=8.0.0)", "cryptography"]
image = ["Pillow (>=8.0.0)"]
@@ -5427,19 +5942,22 @@ version = "1.9.0"
description = "A cross-platform clipboard module for Python. (Only handles plain text for now.)"
optional = false
python-versions = "*"
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files = [
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]
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name = "pyright"
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description = "Command line wrapper for pyright"
optional = true
python-versions = ">=3.7"
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@@ -5457,6 +5975,7 @@ version = "1.0.8"
description = "Pusher websocket client for python, based on Erik Kulyk's PythonPusherClient"
optional = false
python-versions = "*"
+groups = ["main"]
files = [
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@@ -5467,25 +5986,28 @@ websocket-client = "!=0.49"
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name = "pytest"
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+version = "8.4.1"
description = "pytest: simple powerful testing with Python"
optional = false
-python-versions = ">=3.8"
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-exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
-iniconfig = "*"
-packaging = "*"
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+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1"
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pluggy = ">=1.5,<2"
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tomli = {version = ">=1", markers = "python_version < \"3.11\""}
[package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
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name = "pytest-asyncio"
@@ -5493,6 +6015,8 @@ version = "0.24.0"
description = "Pytest support for asyncio"
optional = true
python-versions = ">=3.8"
+groups = ["main"]
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@@ -5511,6 +6035,7 @@ version = "1.5.0"
description = "A pytest plugin to report test results as JSON files"
optional = false
python-versions = "*"
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files = [
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@@ -5526,6 +6051,7 @@ version = "3.1.1"
description = "pytest plugin for test session metadata"
optional = false
python-versions = ">=3.8"
+groups = ["dev,tests"]
files = [
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[[package]]
name = "pytest-mock"
-version = "3.14.0"
+version = "3.14.1"
description = "Thin-wrapper around the mock package for easier use with pytest"
optional = false
python-versions = ">=3.8"
+groups = ["dev"]
files = [
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@@ -5560,6 +6087,8 @@ version = "1.3.0"
description = "pytest plugin to run your tests in a specific order"
optional = true
python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"all\""
files = [
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@@ -5574,6 +6103,7 @@ version = "7.3.2"
description = "Advanced Python dictionaries with dot notation access"
optional = false
python-versions = ">=3.9"
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pyyaml = ["PyYAML"]
ruamel-yaml = ["ruamel.yaml (>=0.17)"]
toml = ["toml"]
-tomli = ["tomli", "tomli-w"]
+tomli = ["tomli ; python_version < \"3.11\"", "tomli-w"]
yaml = ["ruamel.yaml (>=0.17)"]
[[package]]
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description = "Extensions to the standard Python datetime module"
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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files = [
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[[package]]
name = "python-dotenv"
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description = "Read key-value pairs from a .env file and set them as environment variables"
optional = false
python-versions = ">=3.9"
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optional = false
python-versions = ">=3.8"
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optional = false
python-versions = "*"
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optional = false
python-versions = "*"
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name = "pyyaml"
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description = "YAML parser and emitter for Python"
optional = false
python-versions = ">=3.8"
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python-versions = ">=3.8"
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python-versions = ">=3.8"
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python-versions = ">=3.7"
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@@ -6400,13 +6977,14 @@ files = [
[[package]]
name = "soupsieve"
-version = "2.6"
+version = "2.7"
description = "A modern CSS selector implementation for Beautiful Soup."
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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- {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
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]
[[package]]
@@ -6415,6 +6993,7 @@ version = "2.0.41"
description = "Database Abstraction Library"
optional = false
python-versions = ">=3.7"
+groups = ["main"]
files = [
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@@ -6510,6 +7089,7 @@ version = "0.7.0"
description = "JSON type with nested change tracking for SQLAlchemy"
optional = false
python-versions = ">= 3.6"
+groups = ["main"]
files = [
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@@ -6527,6 +7107,7 @@ version = "0.41.2"
description = "Various utility functions for SQLAlchemy."
optional = false
python-versions = ">=3.7"
+groups = ["main"]
files = [
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@@ -6544,8 +7125,8 @@ intervals = ["intervals (>=0.7.1)"]
password = ["passlib (>=1.6,<2.0)"]
pendulum = ["pendulum (>=2.0.5)"]
phone = ["phonenumbers (>=5.9.2)"]
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timezone = ["python-dateutil"]
url = ["furl (>=0.4.1)"]
@@ -6555,6 +7136,7 @@ version = "0.0.16"
description = "SQLModel, SQL databases in Python, designed for simplicity, compatibility, and robustness."
optional = false
python-versions = ">=3.7,<4.0"
+groups = ["main"]
files = [
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@@ -6566,21 +7148,23 @@ SQLAlchemy = ">=2.0.0,<2.1.0"
[[package]]
name = "sse-starlette"
-version = "2.2.1"
+version = "2.4.1"
description = "SSE plugin for Starlette"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
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anyio = ">=4.7.0"
-starlette = ">=0.41.3"
[package.extras]
-examples = ["fastapi"]
+daphne = ["daphne (>=4.2.0)"]
+examples = ["aiosqlite (>=0.21.0)", "fastapi (>=0.115.12)", "sqlalchemy[asyncio,examples] (>=2.0.41)", "starlette (>=0.41.3)", "uvicorn (>=0.34.0)"]
+granian = ["granian (>=2.3.1)"]
uvicorn = ["uvicorn (>=0.34.0)"]
[[package]]
@@ -6589,10 +7173,12 @@ version = "0.6.3"
description = "Extract data from python stack frames and tracebacks for informative displays"
optional = false
python-versions = "*"
+groups = ["main", "dev"]
files = [
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]
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asttokens = ">=2.1.0"
@@ -6604,13 +7190,14 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
[[package]]
name = "starlette"
-version = "0.46.1"
+version = "0.46.2"
description = "The little ASGI library that shines."
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
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@@ -6625,6 +7212,7 @@ version = "0.0.26"
description = "A simple library to convert rtf to text"
optional = false
python-versions = "*"
+groups = ["main"]
files = [
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@@ -6636,6 +7224,7 @@ version = "25.4.0"
description = "Structured Logging for Python"
optional = false
python-versions = ">=3.8"
+groups = ["main"]
files = [
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@@ -6646,13 +7235,14 @@ typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
[[package]]
name = "tavily-python"
-version = "0.7.2"
+version = "0.7.9"
description = "Python wrapper for the Tavily API"
optional = false
python-versions = ">=3.6"
+groups = ["main"]
files = [
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@@ -6662,13 +7252,14 @@ tiktoken = ">=0.5.1"
[[package]]
name = "tenacity"
-version = "9.1.2"
+version = "8.5.0"
description = "Retry code until it succeeds"
optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
files = [
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@@ -6681,6 +7272,7 @@ version = "0.9.0"
description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
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@@ -6724,13 +7316,15 @@ blobfile = ["blobfile (>=2)"]
[[package]]
name = "tokenize-rt"
-version = "6.1.0"
+version = "6.2.0"
description = "A wrapper around the stdlib `tokenize` which roundtrips."
optional = false
python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"all\""
files = [
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@@ -6739,6 +7333,8 @@ version = "0.10.2"
description = "Python Library for Tom's Obvious, Minimal Language"
optional = false
python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+groups = ["main"]
+markers = "python_version == \"3.10\""
files = [
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@@ -6750,6 +7346,8 @@ version = "2.2.1"
description = "A lil' TOML parser"
optional = false
python-versions = ">=3.8"
+groups = ["main", "dev", "dev,tests"]
+markers = "python_version == \"3.10\""
files = [
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@@ -6787,22 +7385,24 @@ files = [
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name = "tornado"
-version = "6.4.2"
+version = "6.5.1"
description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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files = [
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@@ -6811,6 +7411,7 @@ version = "4.67.1"
description = "Fast, Extensible Progress Meter"
optional = false
python-versions = ">=3.7"
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description = "Traitlets Python configuration system"
optional = false
python-versions = ">=3.8"
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description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
optional = false
python-versions = ">=3.7"
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optional = false
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description = "Runtime inspection utilities for typing module."
optional = false
python-versions = "*"
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[[package]]
name = "typing-inspection"
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description = "Runtime typing introspection tools"
optional = false
python-versions = ">=3.9"
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description = "Provider of IANA time zone data"
optional = false
python-versions = ">=2"
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description = "tzinfo object for the local timezone"
optional = false
python-versions = ">=3.9"
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[[package]]
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description = "HTTP library with thread-safe connection pooling, file post, and more."
optional = false
python-versions = ">=3.9"
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description = "The lightning-fast ASGI server."
optional = false
python-versions = ">=3.8"
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description = "Fast implementation of asyncio event loop on top of libuv"
optional = true
python-versions = ">=3.8.0"
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python-versions = ">=3.8"
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python-versions = ">=3.9"
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description = "Measures the displayed width of unicode strings in a terminal"
optional = false
python-versions = "*"
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optional = false
python-versions = ">=3.8"
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optional = false
python-versions = ">=3.9"
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optional = true
python-versions = ">=3.9"
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description = "Wikipedia API for Python"
optional = true
python-versions = "*"
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optional = false
python-versions = ">=3.8"
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optional = false
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]
[package.dependencies]
@@ -7459,32 +8139,35 @@ propcache = ">=0.2.1"
[[package]]
name = "zipp"
-version = "3.21.0"
+version = "3.23.0"
description = "Backport of pathlib-compatible object wrapper for zip files"
optional = false
python-versions = ">=3.9"
+groups = ["main"]
files = [
- {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
- {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
+ {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+ {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
]
[package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
cover = ["pytest-cov"]
doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
type = ["pytest-mypy"]
[[package]]
name = "zope-event"
-version = "5.0"
+version = "5.1"
description = "Very basic event publishing system"
optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
files = [
- {file = "zope.event-5.0-py3-none-any.whl", hash = "sha256:2832e95014f4db26c47a13fdaef84cef2f4df37e66b59d8f1f4a8f319a632c26"},
- {file = "zope.event-5.0.tar.gz", hash = "sha256:bac440d8d9891b4068e2b5a2c5e2c9765a9df762944bda6955f96bb9b91e67cd"},
+ {file = "zope_event-5.1-py3-none-any.whl", hash = "sha256:53de8f0e9f61dc0598141ac591f49b042b6d74784dab49971b9cc91d0f73a7df"},
+ {file = "zope_event-5.1.tar.gz", hash = "sha256:a153660e0c228124655748e990396b9d8295d6e4f546fa1b34f3319e1c666e7f"},
]
[package.dependencies]
@@ -7500,6 +8183,8 @@ version = "7.2"
description = "Interfaces for Python"
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\" or extra == \"desktop\" or extra == \"all\""
files = [
{file = "zope.interface-7.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ce290e62229964715f1011c3dbeab7a4a1e4971fd6f31324c4519464473ef9f2"},
{file = "zope.interface-7.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:05b910a5afe03256b58ab2ba6288960a2892dfeef01336dc4be6f1b9ed02ab0a"},
@@ -7554,6 +8239,8 @@ version = "0.23.0"
description = "Zstandard bindings for Python"
optional = true
python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"external-tools\" or extra == \"desktop\" or extra == \"all\""
files = [
{file = "zstandard-0.23.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bf0a05b6059c0528477fba9054d09179beb63744355cab9f38059548fedd46a9"},
{file = "zstandard-0.23.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fc9ca1c9718cb3b06634c7c8dec57d24e9438b2aa9a0f02b8bb36bf478538880"},
@@ -7675,6 +8362,6 @@ server = ["fastapi", "uvicorn"]
tests = ["wikipedia"]
[metadata]
-lock-version = "2.0"
+lock-version = "2.1"
python-versions = "<3.14,>=3.10"
-content-hash = "da458cbf536613c920adb0364c1cf443fdfed396a8866bd72cfbb869813ccf1c"
+content-hash = "b2f23b566c52a2ecb9d656383d00f8ac64293690e0f6fcc0d354ed2d2ad8807b"
diff --git a/pyproject.toml b/pyproject.toml
index e9e72b52..00386f38 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -99,6 +99,7 @@ structlog = "^25.4.0"
certifi = "^2025.6.15"
aioboto3 = {version = "^14.3.0", optional = true}
pinecone = {extras = ["asyncio"], version = "^7.3.0"}
+aiosqlite = "^0.21.0"
[tool.poetry.extras]
@@ -115,6 +116,7 @@ google = ["google-genai"]
desktop = ["pgvector", "pg8000", "psycopg2-binary", "psycopg2", "pyright", "websockets", "fastapi", "uvicorn", "docker", "langchain", "wikipedia", "langchain-community", "locust"]
all = ["pgvector", "pg8000", "psycopg2-binary", "psycopg2", "pytest", "pytest-asyncio", "pexpect", "black", "pre-commit", "pyright", "pytest-order", "autoflake", "isort", "websockets", "fastapi", "uvicorn", "docker", "langchain", "wikipedia", "langchain-community", "locust", "uvloop", "granian", "redis"]
+
[tool.poetry.group.dev.dependencies]
black = "^24.4.2"
ipykernel = "^6.29.5"
diff --git a/scripts/docker-compose.yml b/scripts/docker-compose.yml
new file mode 100644
index 00000000..3347d213
--- /dev/null
+++ b/scripts/docker-compose.yml
@@ -0,0 +1,32 @@
+version: '3.7'
+services:
+ redis:
+ image: redis:alpine
+ container_name: redis
+ healthcheck:
+ test: ['CMD-SHELL', 'redis-cli ping | grep PONG']
+ interval: 1s
+ timeout: 3s
+ retries: 5
+ ports:
+ - '6379:6379'
+ volumes:
+ - ./data/redis:/data
+ command: redis-server --appendonly yes
+ postgres:
+ image: ankane/pgvector
+ container_name: postgres
+ healthcheck:
+ test: ['CMD-SHELL', 'pg_isready -U postgres']
+ interval: 1s
+ timeout: 3s
+ retries: 5
+ ports:
+ - '5432:5432'
+ environment:
+ POSTGRES_USER: postgres
+ POSTGRES_PASSWORD: postgres
+ POSTGRES_DB: letta
+ volumes:
+ - ./data/postgres:/var/lib/postgresql/data
+ - ./scripts/postgres-db-init/init.sql:/docker-entrypoint-initdb.d/init.sql
diff --git a/tests/integration_test_sleeptime_agent.py b/tests/integration_test_sleeptime_agent.py
index cb2a66cd..a06359c3 100644
--- a/tests/integration_test_sleeptime_agent.py
+++ b/tests/integration_test_sleeptime_agent.py
@@ -156,6 +156,7 @@ async def test_sleeptime_group_chat(server, actor):
# 6. Verify run status after sleep
time.sleep(2)
+
for run_id in run_ids:
job = server.job_manager.get_job_by_id(job_id=run_id, actor=actor)
assert job.status == JobStatus.running or job.status == JobStatus.completed
diff --git a/tests/test_base_functions.py b/tests/test_base_functions.py
index f267c61d..7ba28ee9 100644
--- a/tests/test_base_functions.py
+++ b/tests/test_base_functions.py
@@ -151,6 +151,7 @@ def test_archival(agent_obj):
def test_recall(server, agent_obj, default_user):
"""Test that an agent can recall messages using a keyword via conversation search."""
keyword = "banana"
+ "".join(reversed(keyword))
# Send messages
for msg in ["hello", keyword, "tell me a fun fact"]:
diff --git a/tests/test_tool_sandbox/restaurant_management_system/adjust_menu_prices.py b/tests/test_tool_sandbox/restaurant_management_system/adjust_menu_prices.py
index 1d3d9d3e..ffe734b3 100644
--- a/tests/test_tool_sandbox/restaurant_management_system/adjust_menu_prices.py
+++ b/tests/test_tool_sandbox/restaurant_management_system/adjust_menu_prices.py
@@ -8,10 +8,9 @@ def adjust_menu_prices(percentage: float) -> str:
str: A formatted string summarizing the price adjustments.
"""
import cowsay
- from tqdm import tqdm
-
from core.menu import Menu, MenuItem # Import a class from the codebase
from core.utils import format_currency # Use a utility function to test imports
+ from tqdm import tqdm
if not isinstance(percentage, (int, float)):
raise TypeError("percentage must be a number")