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Merge pull request #73 from marcelomendoncasoares/param-descriptions
Parse parameter descriptions from docstring into MCP tool
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@@ -33,6 +33,7 @@ dependencies = [
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"pathspec>=0.12.1",
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"psutil>=7.0.0",
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"agno>=1.2.15",
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"docstring_parser>=0.16",
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]
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[project.scripts]
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+19
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@@ -7,9 +7,10 @@ from collections.abc import AsyncIterator
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from contextlib import asynccontextmanager
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from dataclasses import dataclass
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from logging import Formatter, Logger, StreamHandler
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from typing import Literal
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from typing import Any, Literal
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import click # Add click import
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import docstring_parser
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from mcp.server.fastmcp import server
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from mcp.server.fastmcp.server import FastMCP, Settings
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from mcp.server.fastmcp.tools.base import Tool as MCPTool
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@@ -56,6 +57,23 @@ def make_tool(
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func_arg_metadata = func_metadata(apply_fn)
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parameters = func_arg_metadata.arg_model.model_json_schema()
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docstring = docstring_parser.parse(func_doc)
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# Mount the tool description as a combination of the docstring description and
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# the return value description, if it exists.
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func_doc = f"{docstring.description.strip().strip('.')}."
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if (docstring.returns) and (docstring_returns := docstring.returns.description):
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func_doc = f"{func_doc} Returns {docstring_returns.strip().strip('.')}."
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# Parse the parameter descriptions from the docstring and add pass its description
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# to the parameters schema.
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docstring_params = {param.arg_name: param for param in docstring.params}
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parameters_properties: dict[str, dict[str, Any]] = parameters["properties"]
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for parameter, properties in parameters_properties.items():
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if (param_doc := docstring_params.get(parameter)) and (param_doc.description):
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param_desc = f"{param_doc.description.strip().strip('.') + '.'}"
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properties["description"] = param_desc[0].upper() + param_desc[1:]
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def execute_fn(**kwargs) -> str: # type: ignore
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return tool.apply_ex(log_call=True, catch_exceptions=True, **kwargs)
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@@ -0,0 +1,200 @@
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"""Tests for the mcp.py module in serena."""
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import pytest
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from mcp.server.fastmcp.tools.base import Tool as MCPTool
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from serena.agent import Tool
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from serena.mcp import make_tool
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class BaseMockTool(Tool):
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"""A mock Tool class for testing."""
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def __init__(self) -> None:
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pass
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class BasicTool(BaseMockTool):
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"""A mock Tool class for testing."""
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def apply(self, name: str, age: int = 0) -> str:
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"""This is a test function.
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:param name: The person's name
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:param age: The person's age
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:return: A greeting message
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"""
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return f"Hello {name}, you are {age} years old!"
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def apply_ex(
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self,
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log_call: bool = True,
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catch_exceptions: bool = True,
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**kwargs,
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) -> str:
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"""Mock implementation of apply_ex."""
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return self.apply(**kwargs)
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def test_make_tool_basic() -> None:
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"""Test that make_tool correctly creates an MCP tool from a Tool object."""
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mock_tool = BasicTool()
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mcp_tool = make_tool(mock_tool)
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# Test that the MCP tool has the correct properties
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assert isinstance(mcp_tool, MCPTool)
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assert mcp_tool.name == "basic"
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assert "This is a test function. Returns A greeting message." in mcp_tool.description
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# Test that the parameters were correctly processed
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parameters = mcp_tool.parameters
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assert "properties" in parameters
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assert "name" in parameters["properties"]
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assert "age" in parameters["properties"]
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assert parameters["properties"]["name"]["description"] == "The person's name."
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assert parameters["properties"]["age"]["description"] == "The person's age."
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def test_make_tool_execution() -> None:
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"""Test that the execution function created by make_tool works correctly."""
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mock_tool = BasicTool()
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mcp_tool = make_tool(mock_tool)
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# Execute the MCP tool function
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result = mcp_tool.fn(name="Alice", age=30)
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assert result == "Hello Alice, you are 30 years old!"
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def test_make_tool_no_params() -> None:
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"""Test make_tool with a function that has no parameters."""
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class NoParamsTool(BaseMockTool):
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def apply(self) -> str:
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"""This is a test function with no parameters.
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:return: A simple result
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"""
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return "Simple result"
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def apply_ex(self, *args, **kwargs) -> str:
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return self.apply()
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tool = NoParamsTool()
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mcp_tool = make_tool(tool)
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assert mcp_tool.name == "no_params"
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assert "This is a test function with no parameters. Returns A simple result." in mcp_tool.description
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assert mcp_tool.parameters["properties"] == {}
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def test_make_tool_no_return_description() -> None:
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"""Test make_tool with a function that has no return description."""
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class NoReturnTool(BaseMockTool):
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def apply(self, param: str) -> str:
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"""This is a test function.
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:param param: The parameter
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"""
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return f"Processed: {param}"
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def apply_ex(self, *args, **kwargs) -> str:
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return self.apply(**kwargs)
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tool = NoReturnTool()
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mcp_tool = make_tool(tool)
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assert mcp_tool.name == "no_return"
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assert mcp_tool.description == "This is a test function."
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assert mcp_tool.parameters["properties"]["param"]["description"] == "The parameter."
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def test_make_tool_parameter_not_in_docstring() -> None:
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"""Test make_tool when a parameter in properties is not in the docstring."""
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class MissingParamTool(BaseMockTool):
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def apply(self, name: str, missing_param: str = "") -> str:
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"""This is a test function.
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:param name: The person's name
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"""
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return f"Hello {name}! Missing param: {missing_param}"
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def apply_ex(self, *args, **kwargs) -> str:
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return self.apply(**kwargs)
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tool = MissingParamTool()
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mcp_tool = make_tool(tool)
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assert "name" in mcp_tool.parameters["properties"]
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assert "missing_param" in mcp_tool.parameters["properties"]
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assert mcp_tool.parameters["properties"]["name"]["description"] == "The person's name."
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assert "description" not in mcp_tool.parameters["properties"]["missing_param"]
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def test_make_tool_multiline_docstring() -> None:
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"""Test make_tool with a complex multi-line docstring."""
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class ComplexDocTool(BaseMockTool):
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def apply(self, project_file_path: str, host: str, port: int) -> str:
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"""Create an MCP server.
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This function creates and configures a Model Context Protocol server
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with the specified settings.
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:param project_file_path: The path to the project file, or None
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:param host: The host to bind to
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:param port: The port to bind to
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:return: A configured FastMCP server instance
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"""
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return f"Server config: {project_file_path}, {host}:{port}"
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def apply_ex(self, *args, **kwargs) -> str:
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return self.apply(**kwargs)
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tool = ComplexDocTool()
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mcp_tool = make_tool(tool)
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assert "Create an MCP server" in mcp_tool.description
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assert "Returns A configured FastMCP server instance" in mcp_tool.description
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assert mcp_tool.parameters["properties"]["project_file_path"]["description"] == "The path to the project file, or None."
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assert mcp_tool.parameters["properties"]["host"]["description"] == "The host to bind to."
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assert mcp_tool.parameters["properties"]["port"]["description"] == "The port to bind to."
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def test_make_tool_capitalization_and_periods() -> None:
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"""Test that make_tool properly handles capitalization and periods in descriptions."""
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class FormatTool(BaseMockTool):
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def apply(self, param1: str, param2: str, param3: str) -> str:
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"""Test function.
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:param param1: lowercase description
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:param param2: description with period.
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:param param3: description with Capitalized word.
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"""
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return f"Formatted: {param1}, {param2}, {param3}"
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def apply_ex(self, *args, **kwargs) -> str:
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return self.apply(**kwargs)
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tool = FormatTool()
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mcp_tool = make_tool(tool)
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assert mcp_tool.parameters["properties"]["param1"]["description"] == "Lowercase description."
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assert mcp_tool.parameters["properties"]["param2"]["description"] == "Description with period."
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assert mcp_tool.parameters["properties"]["param3"]["description"] == "Description with Capitalized word."
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def test_make_tool_missing_apply() -> None:
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"""Test make_tool with a tool that doesn't have an apply method."""
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class BadTool(BaseMockTool):
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pass
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tool = BadTool()
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with pytest.raises(AttributeError):
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make_tool(tool)
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@@ -971,6 +971,7 @@ version = "0.1.0"
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source = { editable = "." }
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dependencies = [
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{ name = "agno" },
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{ name = "docstring-parser" },
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{ name = "dotenv" },
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{ name = "fastmcp" },
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{ name = "jinja2" },
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@@ -1017,6 +1018,7 @@ requires-dist = [
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{ name = "agno", marker = "extra == 'agno'", specifier = ">=1.2.6" },
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{ name = "anthropic", marker = "extra == 'anthropic'", specifier = ">=0.49.0" },
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{ name = "black", extras = ["jupyter"], marker = "extra == 'dev'", specifier = ">=23.7.0" },
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{ name = "docstring-parser", specifier = ">=0.16" },
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{ name = "dotenv", specifier = ">=0.9.9" },
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{ name = "fastapi", marker = "extra == 'agno'", specifier = ">=0.115.12" },
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{ name = "fastmcp", specifier = ">=0.4.1" },
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