feat: Add integration with Composio tools (#1820)

Co-authored-by: Matt Zhou <mattzhou@Matts-MacBook-Pro.local>
Co-authored-by: Sarah Wooders <sarahwooders@gmail.com>

.github/workflows/tests.yml

@@ -2,6 +2,7 @@ name: Run All pytest Tests
 
 env:
   OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+  COMPOSIO_API_KEY: ${{ secrets.COMPOSIO_API_KEY }}
 
 on:
   push:

examples/composio_tool_usage.py

@@ -0,0 +1,77 @@
+import json
+import uuid
+
+from letta import create_client
+from letta.schemas.memory import ChatMemory
+from letta.schemas.tool import Tool
+
+"""
+Setup here.
+"""
+# Create a `LocalClient` (you can also use a `RESTClient`, see the letta_rest_client.py example)
+client = create_client()
+
+# Generate uuid for agent name for this example
+namespace = uuid.NAMESPACE_DNS
+agent_uuid = str(uuid.uuid5(namespace, "letta-composio-tooling-example"))
+
+# Clear all agents
+for agent_state in client.list_agents():
+    if agent_state.name == agent_uuid:
+        client.delete_agent(agent_id=agent_state.id)
+        print(f"Deleted agent: {agent_state.name} with ID {str(agent_state.id)}")
+
+
+"""
+This example show how you can add Composio tools .
+
+First, make sure you have Composio and some of the extras downloaded.
+```
+poetry install --extras "external-tools"
+```
+then setup letta with `letta configure`.
+
+Aditionally, this example stars a Github repo on your behalf. You will need to configure Composio in your environment.
+```
+composio login
+composio add github
+```
+
+Last updated Oct 2, 2024. Please check `composio` documentation for any composio related issues.
+"""
+
+
+def main():
+    from composio_langchain import Action
+
+    # Add the composio tool
+    tool = Tool.get_composio_tool(action=Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER)
+
+    # create tool
+    client.add_tool(tool)
+
+    persona = f"""
+    My name is Letta.
+
+    I am a personal assistant that helps star repos on Github. It is my job to correctly input the owner and repo to the {tool.name} tool based on the user's request.
+
+    Don’t forget - inner monologue / inner thoughts should always be different than the contents of send_message! send_message is how you communicate with the user, whereas inner thoughts are your own personal inner thoughts.
+    """
+
+    # Create an agent
+    agent_state = client.create_agent(name=agent_uuid, memory=ChatMemory(human="My name is Matt.", persona=persona), tools=[tool.name])
+    print(f"Created agent: {agent_state.name} with ID {str(agent_state.id)}")
+
+    # Send a message to the agent
+    send_message_response = client.user_message(agent_id=agent_state.id, message="Star a repo composio with owner composiohq on GitHub")
+    for message in send_message_response.messages:
+        response_json = json.dumps(message.model_dump(), indent=4)
+        print(f"{response_json}\n")
+
+    # Delete agent
+    client.delete_agent(agent_id=agent_state.id)
+    print(f"Deleted agent: {agent_state.name} with ID {str(agent_state.id)}")
+
+
+if __name__ == "__main__":
+    main()

letta/functions/helpers.py

@@ -3,6 +3,31 @@ from typing import Any, Optional, Union
 from pydantic import BaseModel
 
 
+def generate_composio_tool_wrapper(action: "ActionType") -> tuple[str, str]:
+    # Instantiate the object
+    tool_instantiation_str = f"composio_toolset.get_tools(actions=[Action.{action.name}])[0]"
+
+    # Generate func name
+    func_name = f"run_{action.name}"
+
+    wrapper_function_str = f"""
+def {func_name}(**kwargs):
+    if 'self' in kwargs:
+        del kwargs['self']
+    from composio import Action, App, Tag
+    from composio_langchain import ComposioToolSet
+
+    composio_toolset = ComposioToolSet()
+    tool = {tool_instantiation_str}
+    tool.func(**kwargs)
+    """
+
+    # Compile safety check
+    assert_code_gen_compilable(wrapper_function_str)
+
+    return func_name, wrapper_function_str
+
+
 def generate_langchain_tool_wrapper(
     tool: "LangChainBaseTool", additional_imports_module_attr_map: dict[str, str] = None
 ) -> tuple[str, str]:
@@ -28,6 +53,10 @@ def {func_name}(**kwargs):
     {tool_instantiation}
     {run_call}
 """
+
+    # Compile safety check
+    assert_code_gen_compilable(wrapper_function_str)
+
     return func_name, wrapper_function_str
 
 
@@ -48,14 +77,26 @@ def generate_crewai_tool_wrapper(tool: "CrewAIBaseTool", additional_imports_modu
 def {func_name}(**kwargs):
     if 'self' in kwargs:
         del kwargs['self']
+    import importlib
     {import_statement}
     {extra_module_imports}
     {tool_instantiation}
     {run_call}
 """
+
+    # Compile safety check
+    assert_code_gen_compilable(wrapper_function_str)
+
     return func_name, wrapper_function_str
 
 
+def assert_code_gen_compilable(code_str):
+    try:
+        compile(code_str, "<string>", "exec")
+    except SyntaxError as e:
+        print(f"Syntax error in code: {e}")
+
+
 def assert_all_classes_are_imported(
     tool: Union["LangChainBaseTool", "CrewAIBaseTool"], additional_imports_module_attr_map: dict[str, str]
 ) -> None:
@@ -129,7 +170,7 @@ def generate_imported_tool_instantiation_call_str(obj: Any) -> Optional[str]:
         # e.g. {arg}={value}
         # The reason why this is recursive, is because the value can be another BaseModel that we need to stringify
         model_name = obj.__class__.__name__
-        fields = dict(obj)
+        fields = obj.dict()
         # Generate code for each field, skipping empty or None values
         field_assignments = []
         for arg, value in fields.items():
@@ -168,6 +209,11 @@ def generate_imported_tool_instantiation_call_str(obj: Any) -> Optional[str]:
         print(
             f"[WARNING] Skipping parsing unknown class {obj.__class__.__name__} (does not inherit from the Pydantic BaseModel and is not a basic Python type)"
         )
+        if obj.__class__.__name__ == "function":
+            import inspect
+
+            print(inspect.getsource(obj))
+
         return None
 
 

letta/llm_api/openai.py

@@ -419,6 +419,8 @@ def openai_chat_completions_request(
     try:
         response = requests.post(url, headers=headers, json=data)
         printd(f"response = {response}, response.text = {response.text}")
+        # print(json.dumps(data, indent=4))
+        # raise requests.exceptions.HTTPError
         response.raise_for_status()  # Raises HTTPError for 4XX/5XX status
 
         response = response.json()  # convert to dict from string

letta/schemas/tool.py

@@ -3,6 +3,7 @@ from typing import Dict, List, Optional
 from pydantic import Field
 
 from letta.functions.helpers import (
+    generate_composio_tool_wrapper,
     generate_crewai_tool_wrapper,
     generate_langchain_tool_wrapper,
 )
@@ -57,6 +58,54 @@ class Tool(BaseTool):
             )
         )
 
+    @classmethod
+    def get_composio_tool(
+        cls,
+        action: "ActionType",
+    ) -> "Tool":
+        """
+        Class method to create an instance of Letta-compatible Composio Tool.
+        Check https://docs.composio.dev/introduction/intro/overview to look at options for get_composio_tool
+
+        This function will error if we find more than one tool, or 0 tools.
+
+        Args:
+            action ActionType: A action name to filter tools by.
+        Returns:
+            Tool: A Letta Tool initialized with attributes derived from the Composio tool.
+        """
+        from composio_langchain import ComposioToolSet
+
+        composio_toolset = ComposioToolSet()
+        composio_tools = composio_toolset.get_tools(actions=[action])
+
+        assert len(composio_tools) > 0, "User supplied parameters do not match any Composio tools"
+        assert len(composio_tools) == 1, f"User supplied parameters match too many Composio tools; {len(composio_tools)} > 1"
+
+        composio_tool = composio_tools[0]
+
+        description = composio_tool.description
+        source_type = "python"
+        tags = ["composio"]
+        wrapper_func_name, wrapper_function_str = generate_composio_tool_wrapper(action)
+        json_schema = generate_schema_from_args_schema(composio_tool.args_schema, name=wrapper_func_name, description=description)
+
+        # append heartbeat (necessary for triggering another reasoning step after this tool call)
+        json_schema["parameters"]["properties"]["request_heartbeat"] = {
+            "type": "boolean",
+            "description": "Request an immediate heartbeat after function execution. Set to 'true' if you want to send a follow-up message or run a follow-up function.",
+        }
+        json_schema["parameters"]["required"].append("request_heartbeat")
+
+        return cls(
+            name=wrapper_func_name,
+            description=description,
+            source_type=source_type,
+            tags=tags,
+            source_code=wrapper_function_str,
+            json_schema=json_schema,
+        )
+
     @classmethod
     def from_langchain(cls, langchain_tool: "LangChainBaseTool", additional_imports_module_attr_map: dict[str, str] = None) -> "Tool":
         """

poetry.lock

@@ -269,22 +269,22 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
-    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [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", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-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"]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "autoflake"
@@ -959,6 +959,61 @@ traitlets = ">=4"
 [package.extras]
 test = ["pytest"]
 
+[[package]]
+name = "composio-core"
+version = "0.5.28"
+description = "Core package to act as a bridge between composio platform and other services."
+optional = false
+python-versions = "<4,>=3.9"
+files = [
+    {file = "composio_core-0.5.28-py3-none-any.whl", hash = "sha256:f3a30e4a9591c7b609afcede5b6c9929a89e003d9df7c80ad8be5d45dd34f566"},
+    {file = "composio_core-0.5.28.tar.gz", hash = "sha256:8619ed2dac8352f5d00c9c04b7feaaccaa1a7a7659e4852cd555b255437f4e84"},
+]
+
+[package.dependencies]
+aiohttp = "*"
+click = "*"
+docker = ">=7.1.0"
+e2b = ">=0.17.2a37"
+e2b-code-interpreter = "*"
+fastapi = "*"
+gql = "*"
+importlib-metadata = ">=4.8.1"
+inflection = ">=0.5.1"
+jsonref = ">=1.1.0"
+jsonschema = ">=4.21.1,<5"
+paramiko = ">=3.4.1"
+pydantic = ">=2.6.4,<3"
+pyperclip = ">=1.8.2,<2"
+pysher = "1.0.8"
+requests = ">=2.31.0,<3"
+requests-toolbelt = "*"
+rich = ">=13.7.1,<14"
+semver = ">=2.13.0"
+sentry-sdk = ">=2.0.0"
+uvicorn = "*"
+
+[package.extras]
+all = ["diskcache", "flake8", "networkx", "pathspec", "pygments", "ruff", "transformers", "tree-sitter (==0.21.3)", "tree-sitter-languages"]
+
+[[package]]
+name = "composio-langchain"
+version = "0.5.28"
+description = "Use Composio to get an array of tools with your LangChain agent."
+optional = false
+python-versions = "<4,>=3.9"
+files = [
+    {file = "composio_langchain-0.5.28-py3-none-any.whl", hash = "sha256:2f288d83da0c0207beba6e30f3bd0ad54934aec1de4beaee1b13c7a313f9601a"},
+    {file = "composio_langchain-0.5.28.tar.gz", hash = "sha256:c9bd6b26c328c61d9d6851abcbe5d962298aee31f16ca7496f576546abbda265"},
+]
+
+[package.dependencies]
+composio-core = "0.5.28"
+langchain = ">=0.1.0"
+langchain-openai = ">=0.0.2.post1"
+langchainhub = ">=0.1.15"
+pydantic = ">=2.6.4"
+
 [[package]]
 name = "configargparse"
 version = "1.7"
@@ -1032,6 +1087,55 @@ pytube = ">=15.0.0,<16.0.0"
 requests = ">=2.31.0,<3.0.0"
 selenium = ">=4.18.1,<5.0.0"
 
+[[package]]
+name = "cryptography"
+version = "43.0.1"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cryptography-43.0.1-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:8385d98f6a3bf8bb2d65a73e17ed87a3ba84f6991c155691c51112075f9ffc5d"},
+    {file = "cryptography-43.0.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:27e613d7077ac613e399270253259d9d53872aaf657471473ebfc9a52935c062"},
+    {file = "cryptography-43.0.1-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:68aaecc4178e90719e95298515979814bda0cbada1256a4485414860bd7ab962"},
+    {file = "cryptography-43.0.1-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:de41fd81a41e53267cb020bb3a7212861da53a7d39f863585d13ea11049cf277"},
+    {file = "cryptography-43.0.1-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:f98bf604c82c416bc829e490c700ca1553eafdf2912a91e23a79d97d9801372a"},
+    {file = "cryptography-43.0.1-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:61ec41068b7b74268fa86e3e9e12b9f0c21fcf65434571dbb13d954bceb08042"},
+    {file = "cryptography-43.0.1-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:014f58110f53237ace6a408b5beb6c427b64e084eb451ef25a28308270086494"},
+    {file = "cryptography-43.0.1-cp37-abi3-win32.whl", hash = "sha256:2bd51274dcd59f09dd952afb696bf9c61a7a49dfc764c04dd33ef7a6b502a1e2"},
+    {file = "cryptography-43.0.1-cp37-abi3-win_amd64.whl", hash = "sha256:666ae11966643886c2987b3b721899d250855718d6d9ce41b521252a17985f4d"},
+    {file = "cryptography-43.0.1-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:ac119bb76b9faa00f48128b7f5679e1d8d437365c5d26f1c2c3f0da4ce1b553d"},
+    {file = "cryptography-43.0.1-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1bbcce1a551e262dfbafb6e6252f1ae36a248e615ca44ba302df077a846a8806"},
+    {file = "cryptography-43.0.1-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58d4e9129985185a06d849aa6df265bdd5a74ca6e1b736a77959b498e0505b85"},
+    {file = "cryptography-43.0.1-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:d03a475165f3134f773d1388aeb19c2d25ba88b6a9733c5c590b9ff7bbfa2e0c"},
+    {file = "cryptography-43.0.1-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:511f4273808ab590912a93ddb4e3914dfd8a388fed883361b02dea3791f292e1"},
+    {file = "cryptography-43.0.1-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:80eda8b3e173f0f247f711eef62be51b599b5d425c429b5d4ca6a05e9e856baa"},
+    {file = "cryptography-43.0.1-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:38926c50cff6f533f8a2dae3d7f19541432610d114a70808f0926d5aaa7121e4"},
+    {file = "cryptography-43.0.1-cp39-abi3-win32.whl", hash = "sha256:a575913fb06e05e6b4b814d7f7468c2c660e8bb16d8d5a1faf9b33ccc569dd47"},
+    {file = "cryptography-43.0.1-cp39-abi3-win_amd64.whl", hash = "sha256:d75601ad10b059ec832e78823b348bfa1a59f6b8d545db3a24fd44362a1564cb"},
+    {file = "cryptography-43.0.1-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:ea25acb556320250756e53f9e20a4177515f012c9eaea17eb7587a8c4d8ae034"},
+    {file = "cryptography-43.0.1-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:c1332724be35d23a854994ff0b66530119500b6053d0bd3363265f7e5e77288d"},
+    {file = "cryptography-43.0.1-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:fba1007b3ef89946dbbb515aeeb41e30203b004f0b4b00e5e16078b518563289"},
+    {file = "cryptography-43.0.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:5b43d1ea6b378b54a1dc99dd8a2b5be47658fe9a7ce0a58ff0b55f4b43ef2b84"},
+    {file = "cryptography-43.0.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:88cce104c36870d70c49c7c8fd22885875d950d9ee6ab54df2745f83ba0dc365"},
+    {file = "cryptography-43.0.1-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:9d3cdb25fa98afdd3d0892d132b8d7139e2c087da1712041f6b762e4f807cc96"},
+    {file = "cryptography-43.0.1-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:e710bf40870f4db63c3d7d929aa9e09e4e7ee219e703f949ec4073b4294f6172"},
+    {file = "cryptography-43.0.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:7c05650fe8023c5ed0d46793d4b7d7e6cd9c04e68eabe5b0aeea836e37bdcec2"},
+    {file = "cryptography-43.0.1.tar.gz", hash = "sha256:203e92a75716d8cfb491dc47c79e17d0d9207ccffcbcb35f598fbe463ae3444d"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
+
+[package.extras]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
+docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
+nox = ["nox"]
+pep8test = ["check-sdist", "click", "mypy", "ruff"]
+sdist = ["build"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test-randomorder = ["pytest-randomly"]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.7"
@@ -1237,7 +1341,7 @@ files = [
 name = "docker"
 version = "7.1.0"
 description = "A Python library for the Docker Engine API."
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
@@ -1286,6 +1390,42 @@ files = [
     {file = "durationpy-0.7.tar.gz", hash = "sha256:8447c43df4f1a0b434e70c15a38d77f5c9bd17284bfc1ff1d430f233d5083732"},
 ]
 
+[[package]]
+name = "e2b"
+version = "0.17.2a60"
+description = "E2B SDK that give agents cloud environments"
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
+    {file = "e2b-0.17.2a60-py3-none-any.whl", hash = "sha256:d7e3bc30c59300a14c18e1d9712815b90663056bd8cbc5e6129ef1516317f0a5"},
+    {file = "e2b-0.17.2a60.tar.gz", hash = "sha256:fa39f69190e652e066ef3395cd687025a6d80ed02f49a439b6da285ddb9bbb53"},
+]
+
+[package.dependencies]
+attrs = ">=23.2.0,<24.0.0"
+httpcore = ">=1.0.5,<2.0.0"
+httpx = ">=0.27.0,<0.28.0"
+packaging = ">=24.1,<25.0"
+protobuf = ">=3.20.0,<6.0.0"
+python-dateutil = ">=2.8.2"
+typing-extensions = ">=4.12.2,<5.0.0"
+
+[[package]]
+name = "e2b-code-interpreter"
+version = "0.0.10"
+description = "E2B Code Interpreter - Stateful code execution"
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
+    {file = "e2b_code_interpreter-0.0.10-py3-none-any.whl", hash = "sha256:85700fad734334678a11e6b8cfea9dfd5af7f2f16b8f9a5950cf06b1877c02da"},
+    {file = "e2b_code_interpreter-0.0.10.tar.gz", hash = "sha256:2882197b819e657c5b03083b2330c8e06117e7a584ca93e6d1acded9da517622"},
+]
+
+[package.dependencies]
+e2b = ">=0.17.1"
+pydantic = "*"
+websocket-client = ">=1.7.0,<2.0.0"
+
 [[package]]
 name = "embedchain"
 version = "0.1.120"
@@ -2127,6 +2267,45 @@ cachetools = "*"
 numpy = "*"
 requests = "*"
 
+[[package]]
+name = "gql"
+version = "3.5.0"
+description = "GraphQL client for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "gql-3.5.0-py2.py3-none-any.whl", hash = "sha256:70dda5694a5b194a8441f077aa5fb70cc94e4ec08016117523f013680901ecb7"},
+    {file = "gql-3.5.0.tar.gz", hash = "sha256:ccb9c5db543682b28f577069950488218ed65d4ac70bb03b6929aaadaf636de9"},
+]
+
+[package.dependencies]
+anyio = ">=3.0,<5"
+backoff = ">=1.11.1,<3.0"
+graphql-core = ">=3.2,<3.3"
+yarl = ">=1.6,<2.0"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)"]
+all = ["aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)", "botocore (>=1.21,<2)", "httpx (>=0.23.1,<1)", "requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)", "websockets (>=10,<12)"]
+botocore = ["botocore (>=1.21,<2)"]
+dev = ["aiofiles", "aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)", "black (==22.3.0)", "botocore (>=1.21,<2)", "check-manifest (>=0.42,<1)", "flake8 (==3.8.1)", "httpx (>=0.23.1,<1)", "isort (==4.3.21)", "mock (==4.0.2)", "mypy (==0.910)", "parse (==1.15.0)", "pytest (==7.4.2)", "pytest-asyncio (==0.21.1)", "pytest-console-scripts (==1.3.1)", "pytest-cov (==3.0.0)", "requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)", "sphinx (>=5.3.0,<6)", "sphinx-argparse (==0.2.5)", "sphinx-rtd-theme (>=0.4,<1)", "types-aiofiles", "types-mock", "types-requests", "vcrpy (==4.4.0)", "websockets (>=10,<12)"]
+httpx = ["httpx (>=0.23.1,<1)"]
+requests = ["requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)"]
+test = ["aiofiles", "aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)", "botocore (>=1.21,<2)", "httpx (>=0.23.1,<1)", "mock (==4.0.2)", "parse (==1.15.0)", "pytest (==7.4.2)", "pytest-asyncio (==0.21.1)", "pytest-console-scripts (==1.3.1)", "pytest-cov (==3.0.0)", "requests (>=2.26,<3)", "requests-toolbelt (>=1.0.0,<2)", "vcrpy (==4.4.0)", "websockets (>=10,<12)"]
+test-no-transport = ["aiofiles", "mock (==4.0.2)", "parse (==1.15.0)", "pytest (==7.4.2)", "pytest-asyncio (==0.21.1)", "pytest-console-scripts (==1.3.1)", "pytest-cov (==3.0.0)", "vcrpy (==4.4.0)"]
+websockets = ["websockets (>=10,<12)"]
+
+[[package]]
+name = "graphql-core"
+version = "3.2.4"
+description = "GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL."
+optional = false
+python-versions = "<4,>=3.6"
+files = [
+    {file = "graphql-core-3.2.4.tar.gz", hash = "sha256:acbe2e800980d0e39b4685dd058c2f4042660b89ebca38af83020fd872ff1264"},
+    {file = "graphql_core-3.2.4-py3-none-any.whl", hash = "sha256:1604f2042edc5f3114f49cac9d77e25863be51b23a54a61a23245cf32f6476f0"},
+]
+
 [[package]]
 name = "greenlet"
 version = "3.1.1"
@@ -2644,6 +2823,17 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
 type = ["pytest-mypy"]
 
+[[package]]
+name = "inflection"
+version = "0.5.1"
+description = "A port of Ruby on Rails inflector to Python"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "inflection-0.5.1-py2.py3-none-any.whl", hash = "sha256:f38b2b640938a4f35ade69ac3d053042959b62a0f1076a5bbaa1b9526605a8a2"},
+    {file = "inflection-0.5.1.tar.gz", hash = "sha256:1a29730d366e996aaacffb2f1f1cb9593dc38e2ddd30c91250c6dde09ea9b417"},
+]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -2924,7 +3114,7 @@ files = [
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
-optional = true
+optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
@@ -2938,7 +3128,7 @@ jsonpointer = ">=1.9"
 name = "jsonpointer"
 version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
@@ -2949,13 +3139,48 @@ files = [
 name = "jsonref"
 version = "1.1.0"
 description = "jsonref is a library for automatic dereferencing of JSON Reference objects for Python."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "jsonref-1.1.0-py3-none-any.whl", hash = "sha256:590dc7773df6c21cbf948b5dac07a72a251db28b0238ceecce0a2abfa8ec30a9"},
     {file = "jsonref-1.1.0.tar.gz", hash = "sha256:32fe8e1d85af0fdefbebce950af85590b22b60f9e95443176adbde4e1ecea552"},
 ]
 
+[[package]]
+name = "jsonschema"
+version = "4.23.0"
+description = "An implementation of JSON Schema validation for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2023.12.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
+    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+]
+
+[package.dependencies]
+referencing = ">=0.31.0"
+
 [[package]]
 name = "jupyter-client"
 version = "8.6.3"
@@ -3062,7 +3287,7 @@ tests = ["aiohttp", "duckdb", "pandas (>=1.4)", "polars (>=0.19)", "pytest", "py
 name = "langchain"
 version = "0.2.16"
 description = "Building applications with LLMs through composability"
-optional = true
+optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
     {file = "langchain-0.2.16-py3-none-any.whl", hash = "sha256:8f59ee8b45f268df4b924ea3b9c63e49286efa756d16b3f6a9de5c6e502c36e1"},
@@ -3136,7 +3361,7 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 name = "langchain-core"
 version = "0.2.41"
 description = "Building applications with LLMs through composability"
-optional = true
+optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
     {file = "langchain_core-0.2.41-py3-none-any.whl", hash = "sha256:3278fda5ba9a05defae8bb19f1226032add6aab21917db7b3bc74e750e263e84"},
@@ -3174,7 +3399,7 @@ langchain-core = ">=0.2.38,<0.3.0"
 name = "langchain-openai"
 version = "0.1.25"
 description = "An integration package connecting OpenAI and LangChain"
-optional = true
+optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
     {file = "langchain_openai-0.1.25-py3-none-any.whl", hash = "sha256:f0b34a233d0d9cb8fce6006c903e57085c493c4f0e32862b99063b96eaedb109"},
@@ -3190,7 +3415,7 @@ tiktoken = ">=0.7,<1"
 name = "langchain-text-splitters"
 version = "0.2.4"
 description = "LangChain text splitting utilities"
-optional = true
+optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
     {file = "langchain_text_splitters-0.2.4-py3-none-any.whl", hash = "sha256:2702dee5b7cbdd595ccbe43b8d38d01a34aa8583f4d6a5a68ad2305ae3e7b645"},
@@ -3200,11 +3425,27 @@ files = [
 [package.dependencies]
 langchain-core = ">=0.2.38,<0.3.0"
 
+[[package]]
+name = "langchainhub"
+version = "0.1.21"
+description = "The LangChain Hub API client"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
+    {file = "langchainhub-0.1.21-py3-none-any.whl", hash = "sha256:1cc002dc31e0d132a776afd044361e2b698743df5202618cf2bad399246b895f"},
+    {file = "langchainhub-0.1.21.tar.gz", hash = "sha256:723383b3964a47dbaea6ad5d0ef728accefbc9d2c07480e800bdec43510a8c10"},
+]
+
+[package.dependencies]
+packaging = ">=23.2,<25"
+requests = ">=2,<3"
+types-requests = ">=2.31.0.2,<3.0.0.0"
+
 [[package]]
 name = "langsmith"
 version = "0.1.125"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
-optional = true
+optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
     {file = "langsmith-0.1.125-py3-none-any.whl", hash = "sha256:74ce8eb2663e1ed20bfcfc88d41e0712879306956c9938d1cdbab7d60458bdca"},
@@ -4686,6 +4927,27 @@ files = [
 [package.extras]
 dev = ["jinja2"]
 
+[[package]]
+name = "paramiko"
+version = "3.5.0"
+description = "SSH2 protocol library"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "paramiko-3.5.0-py3-none-any.whl", hash = "sha256:1fedf06b085359051cd7d0d270cebe19e755a8a921cc2ddbfa647fb0cd7d68f9"},
+    {file = "paramiko-3.5.0.tar.gz", hash = "sha256:ad11e540da4f55cedda52931f1a3f812a8238a7af7f62a60de538cd80bb28124"},
+]
+
+[package.dependencies]
+bcrypt = ">=3.2"
+cryptography = ">=3.3"
+pynacl = ">=1.5"
+
+[package.extras]
+all = ["gssapi (>=1.4.1)", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
+gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
+invoke = ["invoke (>=2.0)"]
+
 [[package]]
 name = "parso"
 version = "0.8.4"
@@ -5461,6 +5723,32 @@ bulk-writer = ["azure-storage-blob", "minio (>=7.0.0)", "pyarrow (>=12.0.0)", "r
 dev = ["black", "grpcio (==1.62.2)", "grpcio-testing (==1.62.2)", "grpcio-tools (==1.62.2)", "pytest (>=5.3.4)", "pytest-cov (>=2.8.1)", "pytest-timeout (>=1.3.4)", "ruff (>0.4.0)"]
 model = ["milvus-model (>=0.1.0)"]
 
+[[package]]
+name = "pynacl"
+version = "1.5.0"
+description = "Python binding to the Networking and Cryptography (NaCl) library"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "PyNaCl-1.5.0-cp36-abi3-macosx_10_10_universal2.whl", hash = "sha256:401002a4aaa07c9414132aaed7f6836ff98f59277a234704ff66878c2ee4a0d1"},
+    {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:52cb72a79269189d4e0dc537556f4740f7f0a9ec41c1322598799b0bdad4ef92"},
+    {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a36d4a9dda1f19ce6e03c9a784a2921a4b726b02e1c736600ca9c22029474394"},
+    {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:0c84947a22519e013607c9be43706dd42513f9e6ae5d39d3613ca1e142fba44d"},
+    {file = "PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:06b8f6fa7f5de8d5d2f7573fe8c863c051225a27b61e6860fd047b1775807858"},
+    {file = "PyNaCl-1.5.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:a422368fc821589c228f4c49438a368831cb5bbc0eab5ebe1d7fac9dded6567b"},
+    {file = "PyNaCl-1.5.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:61f642bf2378713e2c2e1de73444a3778e5f0a38be6fee0fe532fe30060282ff"},
+    {file = "PyNaCl-1.5.0-cp36-abi3-win32.whl", hash = "sha256:e46dae94e34b085175f8abb3b0aaa7da40767865ac82c928eeb9e57e1ea8a543"},
+    {file = "PyNaCl-1.5.0-cp36-abi3-win_amd64.whl", hash = "sha256:20f42270d27e1b6a29f54032090b972d97f0a1b0948cc52392041ef7831fee93"},
+    {file = "PyNaCl-1.5.0.tar.gz", hash = "sha256:8ac7448f09ab85811607bdd21ec2464495ac8b7c66d146bf545b0f08fb9220ba"},
+]
+
+[package.dependencies]
+cffi = ">=1.4.1"
+
+[package.extras]
+docs = ["sphinx (>=1.6.5)", "sphinx-rtd-theme"]
+tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
+
 [[package]]
 name = "pypdf"
 version = "4.3.1"
@@ -5482,6 +5770,16 @@ docs = ["myst_parser", "sphinx", "sphinx_rtd_theme"]
 full = ["Pillow (>=8.0.0)", "PyCryptodome", "cryptography"]
 image = ["Pillow (>=8.0.0)"]
 
+[[package]]
+name = "pyperclip"
+version = "1.9.0"
+description = "A cross-platform clipboard module for Python. (Only handles plain text for now.)"
+optional = false
+python-versions = "*"
+files = [
+    {file = "pyperclip-1.9.0.tar.gz", hash = "sha256:b7de0142ddc81bfc5c7507eea19da920b92252b548b96186caf94a5e2527d310"},
+]
+
 [[package]]
 name = "pypika"
 version = "0.48.9"
@@ -5545,6 +5843,20 @@ files = [
     {file = "pysbd-0.3.4-py3-none-any.whl", hash = "sha256:cd838939b7b0b185fcf86b0baf6636667dfb6e474743beeff878e9f42e022953"},
 ]
 
+[[package]]
+name = "pysher"
+version = "1.0.8"
+description = "Pusher websocket client for python, based on Erik Kulyk's PythonPusherClient"
+optional = false
+python-versions = "*"
+files = [
+    {file = "Pysher-1.0.8.tar.gz", hash = "sha256:7849c56032b208e49df67d7bd8d49029a69042ab0bb45b2ed59fa08f11ac5988"},
+]
+
+[package.dependencies]
+requests = ">=2.26.0"
+websocket-client = "!=0.49"
+
 [[package]]
 name = "pysocks"
 version = "1.7.1"
@@ -5971,6 +6283,21 @@ files = [
 [package.extras]
 test = ["pytest (>=3.0)", "pytest-asyncio"]
 
+[[package]]
+name = "referencing"
+version = "0.35.1"
+description = "JSON Referencing + Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de"},
+    {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+rpds-py = ">=0.7.0"
+
 [[package]]
 name = "regex"
 version = "2023.12.25"
@@ -6112,6 +6439,20 @@ requests = ">=2.0.0"
 [package.extras]
 rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
+[[package]]
+name = "requests-toolbelt"
+version = "1.0.0"
+description = "A utility belt for advanced users of python-requests"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
+    {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
+]
+
+[package.dependencies]
+requests = ">=2.0.1,<3.0.0"
+
 [[package]]
 name = "retry"
 version = "0.9.2"
@@ -6145,6 +6486,118 @@ pygments = ">=2.13.0,<3.0.0"
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
+[[package]]
+name = "rpds-py"
+version = "0.20.0"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "rpds_py-0.20.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:3ad0fda1635f8439cde85c700f964b23ed5fc2d28016b32b9ee5fe30da5c84e2"},
+    {file = "rpds_py-0.20.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9bb4a0d90fdb03437c109a17eade42dfbf6190408f29b2744114d11586611d6f"},
+    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c6377e647bbfd0a0b159fe557f2c6c602c159fc752fa316572f012fc0bf67150"},
+    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:eb851b7df9dda52dc1415ebee12362047ce771fc36914586b2e9fcbd7d293b3e"},
+    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1e0f80b739e5a8f54837be5d5c924483996b603d5502bfff79bf33da06164ee2"},
+    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5a8c94dad2e45324fc74dce25e1645d4d14df9a4e54a30fa0ae8bad9a63928e3"},
+    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f8e604fe73ba048c06085beaf51147eaec7df856824bfe7b98657cf436623daf"},
+    {file = "rpds_py-0.20.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:df3de6b7726b52966edf29663e57306b23ef775faf0ac01a3e9f4012a24a4140"},
+    {file = "rpds_py-0.20.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:cf258ede5bc22a45c8e726b29835b9303c285ab46fc7c3a4cc770736b5304c9f"},
+    {file = "rpds_py-0.20.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:55fea87029cded5df854ca7e192ec7bdb7ecd1d9a3f63d5c4eb09148acf4a7ce"},
+    {file = "rpds_py-0.20.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:ae94bd0b2f02c28e199e9bc51485d0c5601f58780636185660f86bf80c89af94"},
+    {file = "rpds_py-0.20.0-cp310-none-win32.whl", hash = "sha256:28527c685f237c05445efec62426d285e47a58fb05ba0090a4340b73ecda6dee"},
+    {file = "rpds_py-0.20.0-cp310-none-win_amd64.whl", hash = "sha256:238a2d5b1cad28cdc6ed15faf93a998336eb041c4e440dd7f902528b8891b399"},
+    {file = "rpds_py-0.20.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:ac2f4f7a98934c2ed6505aead07b979e6f999389f16b714448fb39bbaa86a489"},
+    {file = "rpds_py-0.20.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:220002c1b846db9afd83371d08d239fdc865e8f8c5795bbaec20916a76db3318"},
+    {file = "rpds_py-0.20.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8d7919548df3f25374a1f5d01fbcd38dacab338ef5f33e044744b5c36729c8db"},
+    {file = "rpds_py-0.20.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:758406267907b3781beee0f0edfe4a179fbd97c0be2e9b1154d7f0a1279cf8e5"},
+    {file = "rpds_py-0.20.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3d61339e9f84a3f0767b1995adfb171a0d00a1185192718a17af6e124728e0f5"},
+    {file = "rpds_py-0.20.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1259c7b3705ac0a0bd38197565a5d603218591d3f6cee6e614e380b6ba61c6f6"},
+    {file = "rpds_py-0.20.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5c1dc0f53856b9cc9a0ccca0a7cc61d3d20a7088201c0937f3f4048c1718a209"},
+    {file = "rpds_py-0.20.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:7e60cb630f674a31f0368ed32b2a6b4331b8350d67de53c0359992444b116dd3"},
+    {file = "rpds_py-0.20.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:dbe982f38565bb50cb7fb061ebf762c2f254ca3d8c20d4006878766e84266272"},
+    {file = "rpds_py-0.20.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:514b3293b64187172bc77c8fb0cdae26981618021053b30d8371c3a902d4d5ad"},
+    {file = "rpds_py-0.20.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:d0a26ffe9d4dd35e4dfdd1e71f46401cff0181c75ac174711ccff0459135fa58"},
+    {file = "rpds_py-0.20.0-cp311-none-win32.whl", hash = "sha256:89c19a494bf3ad08c1da49445cc5d13d8fefc265f48ee7e7556839acdacf69d0"},
+    {file = "rpds_py-0.20.0-cp311-none-win_amd64.whl", hash = "sha256:c638144ce971df84650d3ed0096e2ae7af8e62ecbbb7b201c8935c370df00a2c"},
+    {file = "rpds_py-0.20.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:a84ab91cbe7aab97f7446652d0ed37d35b68a465aeef8fc41932a9d7eee2c1a6"},
+    {file = "rpds_py-0.20.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:56e27147a5a4c2c21633ff8475d185734c0e4befd1c989b5b95a5d0db699b21b"},
+    {file = "rpds_py-0.20.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2580b0c34583b85efec8c5c5ec9edf2dfe817330cc882ee972ae650e7b5ef739"},
+    {file = "rpds_py-0.20.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:b80d4a7900cf6b66bb9cee5c352b2d708e29e5a37fe9bf784fa97fc11504bf6c"},
+    {file = "rpds_py-0.20.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:50eccbf054e62a7b2209b28dc7a22d6254860209d6753e6b78cfaeb0075d7bee"},
+    {file = "rpds_py-0.20.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:49a8063ea4296b3a7e81a5dfb8f7b2d73f0b1c20c2af401fb0cdf22e14711a96"},
+    {file = "rpds_py-0.20.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ea438162a9fcbee3ecf36c23e6c68237479f89f962f82dae83dc15feeceb37e4"},
+    {file = "rpds_py-0.20.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:18d7585c463087bddcfa74c2ba267339f14f2515158ac4db30b1f9cbdb62c8ef"},
+    {file = "rpds_py-0.20.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d4c7d1a051eeb39f5c9547e82ea27cbcc28338482242e3e0b7768033cb083821"},
+    {file = "rpds_py-0.20.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e4df1e3b3bec320790f699890d41c59d250f6beda159ea3c44c3f5bac1976940"},
+    {file = "rpds_py-0.20.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:2cf126d33a91ee6eedc7f3197b53e87a2acdac63602c0f03a02dd69e4b138174"},
+    {file = "rpds_py-0.20.0-cp312-none-win32.whl", hash = "sha256:8bc7690f7caee50b04a79bf017a8d020c1f48c2a1077ffe172abec59870f1139"},
+    {file = "rpds_py-0.20.0-cp312-none-win_amd64.whl", hash = "sha256:0e13e6952ef264c40587d510ad676a988df19adea20444c2b295e536457bc585"},
+    {file = "rpds_py-0.20.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:aa9a0521aeca7d4941499a73ad7d4f8ffa3d1affc50b9ea11d992cd7eff18a29"},
+    {file = "rpds_py-0.20.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:4a1f1d51eccb7e6c32ae89243cb352389228ea62f89cd80823ea7dd1b98e0b91"},
+    {file = "rpds_py-0.20.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8a86a9b96070674fc88b6f9f71a97d2c1d3e5165574615d1f9168ecba4cecb24"},
+    {file = "rpds_py-0.20.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6c8ef2ebf76df43f5750b46851ed1cdf8f109d7787ca40035fe19fbdc1acc5a7"},
+    {file = "rpds_py-0.20.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b74b25f024b421d5859d156750ea9a65651793d51b76a2e9238c05c9d5f203a9"},
+    {file = "rpds_py-0.20.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:57eb94a8c16ab08fef6404301c38318e2c5a32216bf5de453e2714c964c125c8"},
+    {file = "rpds_py-0.20.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e1940dae14e715e2e02dfd5b0f64a52e8374a517a1e531ad9412319dc3ac7879"},
+    {file = "rpds_py-0.20.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d20277fd62e1b992a50c43f13fbe13277a31f8c9f70d59759c88f644d66c619f"},
+    {file = "rpds_py-0.20.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:06db23d43f26478303e954c34c75182356ca9aa7797d22c5345b16871ab9c45c"},
+    {file = "rpds_py-0.20.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:b2a5db5397d82fa847e4c624b0c98fe59d2d9b7cf0ce6de09e4d2e80f8f5b3f2"},
+    {file = "rpds_py-0.20.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5a35df9f5548fd79cb2f52d27182108c3e6641a4feb0f39067911bf2adaa3e57"},
+    {file = "rpds_py-0.20.0-cp313-none-win32.whl", hash = "sha256:fd2d84f40633bc475ef2d5490b9c19543fbf18596dcb1b291e3a12ea5d722f7a"},
+    {file = "rpds_py-0.20.0-cp313-none-win_amd64.whl", hash = "sha256:9bc2d153989e3216b0559251b0c260cfd168ec78b1fac33dd485750a228db5a2"},
+    {file = "rpds_py-0.20.0-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:f2fbf7db2012d4876fb0d66b5b9ba6591197b0f165db8d99371d976546472a24"},
+    {file = "rpds_py-0.20.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:1e5f3cd7397c8f86c8cc72d5a791071431c108edd79872cdd96e00abd8497d29"},
+    {file = "rpds_py-0.20.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ce9845054c13696f7af7f2b353e6b4f676dab1b4b215d7fe5e05c6f8bb06f965"},
+    {file = "rpds_py-0.20.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c3e130fd0ec56cb76eb49ef52faead8ff09d13f4527e9b0c400307ff72b408e1"},
+    {file = "rpds_py-0.20.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4b16aa0107ecb512b568244ef461f27697164d9a68d8b35090e9b0c1c8b27752"},
+    {file = "rpds_py-0.20.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:aa7f429242aae2947246587d2964fad750b79e8c233a2367f71b554e9447949c"},
+    {file = "rpds_py-0.20.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:af0fc424a5842a11e28956e69395fbbeab2c97c42253169d87e90aac2886d751"},
+    {file = "rpds_py-0.20.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b8c00a3b1e70c1d3891f0db1b05292747f0dbcfb49c43f9244d04c70fbc40eb8"},
+    {file = "rpds_py-0.20.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:40ce74fc86ee4645d0a225498d091d8bc61f39b709ebef8204cb8b5a464d3c0e"},
+    {file = "rpds_py-0.20.0-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:4fe84294c7019456e56d93e8ababdad5a329cd25975be749c3f5f558abb48253"},
+    {file = "rpds_py-0.20.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:338ca4539aad4ce70a656e5187a3a31c5204f261aef9f6ab50e50bcdffaf050a"},
+    {file = "rpds_py-0.20.0-cp38-none-win32.whl", hash = "sha256:54b43a2b07db18314669092bb2de584524d1ef414588780261e31e85846c26a5"},
+    {file = "rpds_py-0.20.0-cp38-none-win_amd64.whl", hash = "sha256:a1862d2d7ce1674cffa6d186d53ca95c6e17ed2b06b3f4c476173565c862d232"},
+    {file = "rpds_py-0.20.0-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:3fde368e9140312b6e8b6c09fb9f8c8c2f00999d1823403ae90cc00480221b22"},
+    {file = "rpds_py-0.20.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:9824fb430c9cf9af743cf7aaf6707bf14323fb51ee74425c380f4c846ea70789"},
+    {file = "rpds_py-0.20.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:11ef6ce74616342888b69878d45e9f779b95d4bd48b382a229fe624a409b72c5"},
+    {file = "rpds_py-0.20.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c52d3f2f82b763a24ef52f5d24358553e8403ce05f893b5347098014f2d9eff2"},
+    {file = "rpds_py-0.20.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9d35cef91e59ebbeaa45214861874bc6f19eb35de96db73e467a8358d701a96c"},
+    {file = "rpds_py-0.20.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d72278a30111e5b5525c1dd96120d9e958464316f55adb030433ea905866f4de"},
+    {file = "rpds_py-0.20.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b4c29cbbba378759ac5786730d1c3cb4ec6f8ababf5c42a9ce303dc4b3d08cda"},
+    {file = "rpds_py-0.20.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:6632f2d04f15d1bd6fe0eedd3b86d9061b836ddca4c03d5cf5c7e9e6b7c14580"},
+    {file = "rpds_py-0.20.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:d0b67d87bb45ed1cd020e8fbf2307d449b68abc45402fe1a4ac9e46c3c8b192b"},
+    {file = "rpds_py-0.20.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:ec31a99ca63bf3cd7f1a5ac9fe95c5e2d060d3c768a09bc1d16e235840861420"},
+    {file = "rpds_py-0.20.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:22e6c9976e38f4d8c4a63bd8a8edac5307dffd3ee7e6026d97f3cc3a2dc02a0b"},
+    {file = "rpds_py-0.20.0-cp39-none-win32.whl", hash = "sha256:569b3ea770c2717b730b61998b6c54996adee3cef69fc28d444f3e7920313cf7"},
+    {file = "rpds_py-0.20.0-cp39-none-win_amd64.whl", hash = "sha256:e6900ecdd50ce0facf703f7a00df12374b74bbc8ad9fe0f6559947fb20f82364"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:617c7357272c67696fd052811e352ac54ed1d9b49ab370261a80d3b6ce385045"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:9426133526f69fcaba6e42146b4e12d6bc6c839b8b555097020e2b78ce908dcc"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:deb62214c42a261cb3eb04d474f7155279c1a8a8c30ac89b7dcb1721d92c3c02"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fcaeb7b57f1a1e071ebd748984359fef83ecb026325b9d4ca847c95bc7311c92"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d454b8749b4bd70dd0a79f428731ee263fa6995f83ccb8bada706e8d1d3ff89d"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d807dc2051abe041b6649681dce568f8e10668e3c1c6543ebae58f2d7e617855"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c3c20f0ddeb6e29126d45f89206b8291352b8c5b44384e78a6499d68b52ae511"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b7f19250ceef892adf27f0399b9e5afad019288e9be756d6919cb58892129f51"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:4f1ed4749a08379555cebf4650453f14452eaa9c43d0a95c49db50c18b7da075"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-musllinux_1_2_i686.whl", hash = "sha256:dcedf0b42bcb4cfff4101d7771a10532415a6106062f005ab97d1d0ab5681c60"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:39ed0d010457a78f54090fafb5d108501b5aa5604cc22408fc1c0c77eac14344"},
+    {file = "rpds_py-0.20.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:bb273176be34a746bdac0b0d7e4e2c467323d13640b736c4c477881a3220a989"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:f918a1a130a6dfe1d7fe0f105064141342e7dd1611f2e6a21cd2f5c8cb1cfb3e"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:f60012a73aa396be721558caa3a6fd49b3dd0033d1675c6d59c4502e870fcf0c"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d2b1ad682a3dfda2a4e8ad8572f3100f95fad98cb99faf37ff0ddfe9cbf9d03"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:614fdafe9f5f19c63ea02817fa4861c606a59a604a77c8cdef5aa01d28b97921"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fa518bcd7600c584bf42e6617ee8132869e877db2f76bcdc281ec6a4113a53ab"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f0475242f447cc6cb8a9dd486d68b2ef7fbee84427124c232bff5f63b1fe11e5"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f90a4cd061914a60bd51c68bcb4357086991bd0bb93d8aa66a6da7701370708f"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:def7400461c3a3f26e49078302e1c1b38f6752342c77e3cf72ce91ca69fb1bc1"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:65794e4048ee837494aea3c21a28ad5fc080994dfba5b036cf84de37f7ad5074"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-musllinux_1_2_i686.whl", hash = "sha256:faefcc78f53a88f3076b7f8be0a8f8d35133a3ecf7f3770895c25f8813460f08"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:5b4f105deeffa28bbcdff6c49b34e74903139afa690e35d2d9e3c2c2fba18cec"},
+    {file = "rpds_py-0.20.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:fdfc3a892927458d98f3d55428ae46b921d1f7543b89382fdb483f5640daaec8"},
+    {file = "rpds_py-0.20.0.tar.gz", hash = "sha256:d72a210824facfdaf8768cf2d7ca25a042c30320b3020de2fa04640920d4e121"},
+]
+
 [[package]]
 name = "rsa"
 version = "4.9"
@@ -6224,13 +6677,64 @@ websocket-client = ">=1.8,<2.0"
 name = "semver"
 version = "3.0.2"
 description = "Python helper for Semantic Versioning (https://semver.org)"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "semver-3.0.2-py3-none-any.whl", hash = "sha256:b1ea4686fe70b981f85359eda33199d60c53964284e0cfb4977d243e37cf4bf4"},
     {file = "semver-3.0.2.tar.gz", hash = "sha256:6253adb39c70f6e51afed2fa7152bcd414c411286088fb4b9effb133885ab4cc"},
 ]
 
+[[package]]
+name = "sentry-sdk"
+version = "2.15.0"
+description = "Python client for Sentry (https://sentry.io)"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "sentry_sdk-2.15.0-py2.py3-none-any.whl", hash = "sha256:8fb0d1a4e1a640172f31502e4503543765a1fe8a9209779134a4ac52d4677303"},
+    {file = "sentry_sdk-2.15.0.tar.gz", hash = "sha256:a599e7d3400787d6f43327b973e55a087b931ba2c592a7a7afa691f8eb5e75e2"},
+]
+
+[package.dependencies]
+certifi = "*"
+urllib3 = ">=1.26.11"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.5)"]
+anthropic = ["anthropic (>=0.16)"]
+arq = ["arq (>=0.23)"]
+asyncpg = ["asyncpg (>=0.23)"]
+beam = ["apache-beam (>=2.12)"]
+bottle = ["bottle (>=0.12.13)"]
+celery = ["celery (>=3)"]
+celery-redbeat = ["celery-redbeat (>=2)"]
+chalice = ["chalice (>=1.16.0)"]
+clickhouse-driver = ["clickhouse-driver (>=0.2.0)"]
+django = ["django (>=1.8)"]
+falcon = ["falcon (>=1.4)"]
+fastapi = ["fastapi (>=0.79.0)"]
+flask = ["blinker (>=1.1)", "flask (>=0.11)", "markupsafe"]
+grpcio = ["grpcio (>=1.21.1)", "protobuf (>=3.8.0)"]
+httpx = ["httpx (>=0.16.0)"]
+huey = ["huey (>=2)"]
+huggingface-hub = ["huggingface-hub (>=0.22)"]
+langchain = ["langchain (>=0.0.210)"]
+litestar = ["litestar (>=2.0.0)"]
+loguru = ["loguru (>=0.5)"]
+openai = ["openai (>=1.0.0)", "tiktoken (>=0.3.0)"]
+opentelemetry = ["opentelemetry-distro (>=0.35b0)"]
+opentelemetry-experimental = ["opentelemetry-distro"]
+pure-eval = ["asttokens", "executing", "pure-eval"]
+pymongo = ["pymongo (>=3.1)"]
+pyspark = ["pyspark (>=2.4.4)"]
+quart = ["blinker (>=1.1)", "quart (>=0.16.1)"]
+rq = ["rq (>=0.6)"]
+sanic = ["sanic (>=0.8)"]
+sqlalchemy = ["sqlalchemy (>=1.2)"]
+starlette = ["starlette (>=0.19.1)"]
+starlite = ["starlite (>=1.48)"]
+tornado = ["tornado (>=6)"]
+
 [[package]]
 name = "setuptools"
 version = "68.2.2"
@@ -6924,7 +7428,7 @@ test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.
 name = "types-requests"
 version = "2.32.0.20240914"
 description = "Typing stubs for requests"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "types-requests-2.32.0.20240914.tar.gz", hash = "sha256:2850e178db3919d9bf809e434eef65ba49d0e7e33ac92d588f4a5e295fffd405"},
@@ -7823,7 +8327,7 @@ testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
 [extras]
 autogen = ["pyautogen"]
 dev = ["autoflake", "black", "datasets", "isort", "pexpect", "pre-commit", "pyright", "pytest-asyncio", "pytest-order"]
-external-tools = ["crewai", "crewai-tools", "docker", "langchain", "langchain-community", "wikipedia"]
+external-tools = ["composio-core", "composio-langchain", "crewai", "crewai-tools", "docker", "langchain", "langchain-community", "wikipedia"]
 milvus = ["pymilvus"]
 ollama = ["llama-index-embeddings-ollama"]
 postgres = ["pg8000", "pgvector"]
@@ -7834,4 +8338,4 @@ tests = ["wikipedia"]
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.13,>=3.10"
-content-hash = "08460cac490d6387262d66288a6461fdd9407a1e61ba984554125abe080104a0"
+content-hash = "07f97bbb6e045f76ff1667215e15d8778b0ccbdd816810d802fc76b796012dd1"

pyproject.toml

@@ -74,6 +74,8 @@ llama-index-embeddings-ollama = "^0.3.1"
 wikipedia = {version = "^1.4.0", optional = true}
 langchain = {version = "^0.2.16", optional = true}
 langchain-community = {version = "^0.2.17", optional = true}
+composio-langchain = "^0.5.28"
+composio-core = "^0.5.28"
 
 [tool.poetry.extras]
 #local = ["llama-index-embeddings-huggingface"]
@@ -84,7 +86,7 @@ server = ["websockets", "fastapi", "uvicorn"]
 autogen = ["pyautogen"]
 qdrant = ["qdrant-client"]
 ollama = ["llama-index-embeddings-ollama"]
-external-tools = ["crewai", "docker", "crewai-tools", "langchain", "wikipedia", "langchain-community"]
+external-tools = ["crewai", "docker", "crewai-tools", "langchain", "wikipedia", "langchain-community", "composio-core", "composio-langchain"]
 tests = ["wikipedia"]
 
 [tool.poetry.group.dev.dependencies]

tests/test_new_client.py

@@ -260,6 +260,27 @@ def test_tools(client):
     # assert len(client.list_tools()) == orig_tool_length
 
 
+def test_tools_from_composio_basic(client):
+    from composio_langchain import Action
+
+    from letta.schemas.tool import Tool
+
+    # Create a `LocalClient` (you can also use a `RESTClient`, see the letta_rest_client.py example)
+    client = create_client()
+
+    tool = Tool.get_composio_tool(action=Action.GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER)
+
+    # create tool
+    client.add_tool(tool)
+
+    # list tools
+    tools = client.list_tools()
+    assert tool.name in [t.name for t in tools]
+
+    # We end the test here as composio requires login to use the tools
+    # The tool creation includes a compile safety check, so if this test doesn't error out, at least the code is compilable
+
+
 def test_tools_from_crewai(client):
     # create crewAI tool