mirror of
https://github.com/PrefectHQ/fastmcp.git
synced 2026-08-20 20:44:17 +02:00
700 lines
24 KiB
Python
700 lines
24 KiB
Python
import json
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import logging
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import pytest
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from pydantic import BaseModel
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from fastmcp.exceptions import ToolError
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from fastmcp.tools import ToolManager
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from fastmcp.tools.tool import Tool
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class TestAddTools:
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def test_basic_function(self):
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"""Test registering and running a basic function."""
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def add(a: int, b: int) -> int:
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"""Add two numbers."""
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return a + b
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manager = ToolManager()
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manager.add_tool_from_fn(add)
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tool = manager.get_tool("add")
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assert tool is not None
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assert tool.name == "add"
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assert tool.description == "Add two numbers."
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assert tool.is_async is False
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assert tool.parameters["properties"]["a"]["type"] == "integer"
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assert tool.parameters["properties"]["b"]["type"] == "integer"
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async def test_async_function(self):
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"""Test registering and running an async function."""
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async def fetch_data(url: str) -> str:
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"""Fetch data from URL."""
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return f"Data from {url}"
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manager = ToolManager()
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manager.add_tool_from_fn(fetch_data)
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tool = manager.get_tool("fetch_data")
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assert tool is not None
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assert tool.name == "fetch_data"
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assert tool.description == "Fetch data from URL."
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assert tool.is_async is True
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assert tool.parameters["properties"]["url"]["type"] == "string"
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def test_pydantic_model_function(self):
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"""Test registering a function that takes a Pydantic model."""
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class UserInput(BaseModel):
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name: str
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age: int
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def create_user(user: UserInput, flag: bool) -> dict:
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"""Create a new user."""
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return {"id": 1, **user.model_dump()}
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manager = ToolManager()
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manager.add_tool_from_fn(create_user)
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tool = manager.get_tool("create_user")
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assert tool is not None
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assert tool.name == "create_user"
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assert tool.description == "Create a new user."
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assert tool.is_async is False
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assert "name" in tool.parameters["$defs"]["UserInput"]["properties"]
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assert "age" in tool.parameters["$defs"]["UserInput"]["properties"]
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assert "flag" in tool.parameters["properties"]
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def test_add_invalid_tool(self):
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manager = ToolManager()
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with pytest.raises(AttributeError):
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manager.add_tool_from_fn(1) # type: ignore
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def test_add_lambda(self):
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manager = ToolManager()
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tool = manager.add_tool_from_fn(lambda x: x, name="my_tool")
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assert tool.name == "my_tool"
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def test_add_lambda_with_no_name(self):
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manager = ToolManager()
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with pytest.raises(
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ValueError, match="You must provide a name for lambda functions"
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):
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manager.add_tool_from_fn(lambda x: x)
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def test_warn_on_duplicate_tools(self, caplog):
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"""Test warning on duplicate tools."""
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manager = ToolManager(duplicate_behavior="warn")
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def test_fn(x: int) -> int:
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return x
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manager.add_tool_from_fn(test_fn, name="test_tool")
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manager.add_tool_from_fn(test_fn, name="test_tool")
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assert "Tool already exists: test_tool" in caplog.text
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# Should have the tool
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assert manager.get_tool("test_tool") is not None
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def test_disable_warn_on_duplicate_tools(self, caplog):
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"""Test disabling warning on duplicate tools."""
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def f(x: int) -> int:
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return x
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manager = ToolManager(duplicate_behavior="ignore")
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manager.add_tool_from_fn(f)
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with caplog.at_level(logging.WARNING):
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manager.add_tool_from_fn(f)
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assert "Tool already exists: f" not in caplog.text
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def test_error_on_duplicate_tools(self):
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"""Test error on duplicate tools."""
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manager = ToolManager(duplicate_behavior="error")
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def test_fn(x: int) -> int:
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return x
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manager.add_tool_from_fn(test_fn, name="test_tool")
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with pytest.raises(ValueError, match="Tool already exists: test_tool"):
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manager.add_tool_from_fn(test_fn, name="test_tool")
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def test_replace_duplicate_tools(self):
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"""Test replacing duplicate tools."""
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manager = ToolManager(duplicate_behavior="replace")
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def original_fn(x: int) -> int:
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return x
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def replacement_fn(x: int) -> int:
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return x * 2
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manager.add_tool_from_fn(original_fn, name="test_tool")
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manager.add_tool_from_fn(replacement_fn, name="test_tool")
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# Should have replaced with the new function
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tool = manager.get_tool("test_tool")
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assert tool is not None
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assert tool.fn.__name__ == "replacement_fn"
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def test_ignore_duplicate_tools(self):
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"""Test ignoring duplicate tools."""
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manager = ToolManager(duplicate_behavior="ignore")
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def original_fn(x: int) -> int:
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return x
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def replacement_fn(x: int) -> int:
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return x * 2
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manager.add_tool_from_fn(original_fn, name="test_tool")
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result = manager.add_tool_from_fn(replacement_fn, name="test_tool")
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# Should keep the original
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tool = manager.get_tool("test_tool")
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assert tool is not None
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assert tool.fn.__name__ == "original_fn"
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# Result should be the original tool
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assert result.fn.__name__ == "original_fn"
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class TestToolTags:
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"""Test functionality related to tool tags."""
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def test_add_tool_with_tags(self):
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"""Test adding tags to a tool."""
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def example_tool(x: int) -> int:
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"""An example tool with tags."""
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return x * 2
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manager = ToolManager()
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tool = manager.add_tool_from_fn(example_tool, tags={"math", "utility"})
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assert tool.tags == {"math", "utility"}
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tool = manager.get_tool("example_tool")
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assert tool is not None
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assert tool.tags == {"math", "utility"}
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def test_add_tool_with_empty_tags(self):
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"""Test adding a tool with empty tags set."""
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def example_tool(x: int) -> int:
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"""An example tool with empty tags."""
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return x * 2
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manager = ToolManager()
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tool = manager.add_tool_from_fn(example_tool, tags=set())
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assert tool.tags == set()
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def test_add_tool_with_none_tags(self):
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"""Test adding a tool with None tags."""
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def example_tool(x: int) -> int:
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"""An example tool with None tags."""
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return x * 2
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manager = ToolManager()
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tool = manager.add_tool_from_fn(example_tool, tags=None)
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assert tool.tags == set()
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def test_list_tools_with_tags(self):
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"""Test listing tools with specific tags."""
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def math_tool(x: int) -> int:
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"""A math tool."""
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return x * 2
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def string_tool(x: str) -> str:
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"""A string tool."""
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return x.upper()
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def mixed_tool(x: int) -> str:
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"""A tool with multiple tags."""
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return str(x)
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manager = ToolManager()
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manager.add_tool_from_fn(math_tool, tags={"math"})
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manager.add_tool_from_fn(string_tool, tags={"string", "utility"})
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manager.add_tool_from_fn(mixed_tool, tags={"math", "utility", "string"})
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# Check if we can filter by tags when listing tools
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math_tools = [tool for tool in manager.list_tools() if "math" in tool.tags]
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assert len(math_tools) == 2
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assert {tool.name for tool in math_tools} == {"math_tool", "mixed_tool"}
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utility_tools = [
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tool for tool in manager.list_tools() if "utility" in tool.tags
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]
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assert len(utility_tools) == 2
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assert {tool.name for tool in utility_tools} == {"string_tool", "mixed_tool"}
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def test_import_tools_preserves_tags(self):
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"""Test that importing tools preserves their tags."""
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def tagged_tool(x: int) -> int:
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"""A tool with tags."""
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return x
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source_manager = ToolManager()
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source_manager.add_tool_from_fn(tagged_tool, tags={"test", "example"})
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target_manager = ToolManager()
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target_manager.import_tools(source_manager, "source/")
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imported_tool = target_manager.get_tool("source/tagged_tool")
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assert imported_tool is not None
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assert imported_tool.tags == {"test", "example"}
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class TestCallTools:
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async def test_call_tool(self):
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def add(a: int, b: int) -> int:
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"""Add two numbers."""
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return a + b
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manager = ToolManager()
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manager.add_tool_from_fn(add)
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result = await manager.call_tool("add", {"a": 1, "b": 2})
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assert result == 3
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async def test_call_async_tool(self):
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async def double(n: int) -> int:
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"""Double a number."""
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return n * 2
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manager = ToolManager()
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manager.add_tool_from_fn(double)
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result = await manager.call_tool("double", {"n": 5})
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assert result == 10
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async def test_call_tool_with_default_args(self):
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def add(a: int, b: int = 1) -> int:
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"""Add two numbers."""
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return a + b
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manager = ToolManager()
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manager.add_tool_from_fn(add)
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result = await manager.call_tool("add", {"a": 1})
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assert result == 2
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async def test_call_tool_with_missing_args(self):
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def add(a: int, b: int) -> int:
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"""Add two numbers."""
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return a + b
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manager = ToolManager()
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manager.add_tool_from_fn(add)
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with pytest.raises(ToolError):
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await manager.call_tool("add", {"a": 1})
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async def test_call_unknown_tool(self):
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manager = ToolManager()
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with pytest.raises(ToolError):
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await manager.call_tool("unknown", {"a": 1})
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async def test_call_tool_with_list_int_input(self):
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def sum_vals(vals: list[int]) -> int:
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return sum(vals)
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manager = ToolManager()
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manager.add_tool_from_fn(sum_vals)
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# Try both with plain list and with JSON list
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result = await manager.call_tool("sum_vals", {"vals": "[1, 2, 3]"})
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assert result == 6
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result = await manager.call_tool("sum_vals", {"vals": [1, 2, 3]})
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assert result == 6
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async def test_call_tool_with_list_str_or_str_input(self):
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def concat_strs(vals: list[str] | str) -> str:
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return vals if isinstance(vals, str) else "".join(vals)
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manager = ToolManager()
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manager.add_tool_from_fn(concat_strs)
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# Try both with plain python object and with JSON list
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result = await manager.call_tool("concat_strs", {"vals": ["a", "b", "c"]})
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assert result == "abc"
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result = await manager.call_tool("concat_strs", {"vals": '["a", "b", "c"]'})
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assert result == "abc"
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result = await manager.call_tool("concat_strs", {"vals": "a"})
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assert result == "a"
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result = await manager.call_tool("concat_strs", {"vals": '"a"'})
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assert result == '"a"'
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async def test_call_tool_with_complex_model(self):
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from fastmcp import Context
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class MyShrimpTank(BaseModel):
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class Shrimp(BaseModel):
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name: str
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shrimp: list[Shrimp]
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x: None
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def name_shrimp(tank: MyShrimpTank, ctx: Context) -> list[str]:
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return [x.name for x in tank.shrimp]
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manager = ToolManager()
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manager.add_tool_from_fn(name_shrimp)
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result = await manager.call_tool(
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"name_shrimp",
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{"tank": {"x": None, "shrimp": [{"name": "rex"}, {"name": "gertrude"}]}},
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)
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assert result == ["rex", "gertrude"]
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result = await manager.call_tool(
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"name_shrimp",
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{"tank": '{"x": null, "shrimp": [{"name": "rex"}, {"name": "gertrude"}]}'},
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)
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assert result == ["rex", "gertrude"]
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class TestToolSchema:
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async def test_context_arg_excluded_from_schema(self):
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from fastmcp import Context
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def something(a: int, ctx: Context) -> int:
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return a
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manager = ToolManager()
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tool = manager.add_tool_from_fn(something)
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assert "ctx" not in json.dumps(tool.parameters)
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assert "Context" not in json.dumps(tool.parameters)
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assert "ctx" not in tool.fn_metadata.arg_model.model_fields
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class TestContextHandling:
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"""Test context handling in the tool manager."""
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def test_context_parameter_detection(self):
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"""Test that context parameters are properly detected in
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Tool.from_function()."""
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from fastmcp import Context
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def tool_with_context(x: int, ctx: Context) -> str:
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return str(x)
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manager = ToolManager()
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tool = manager.add_tool_from_fn(tool_with_context)
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assert tool.context_kwarg == "ctx"
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def tool_without_context(x: int) -> str:
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return str(x)
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tool = manager.add_tool_from_fn(tool_without_context)
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assert tool.context_kwarg is None
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async def test_context_injection(self):
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"""Test that context is properly injected during tool execution."""
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from fastmcp import Context, FastMCP
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def tool_with_context(x: int, ctx: Context) -> str:
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assert isinstance(ctx, Context)
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return str(x)
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manager = ToolManager()
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manager.add_tool_from_fn(tool_with_context)
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mcp = FastMCP()
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ctx = mcp.get_context()
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result = await manager.call_tool("tool_with_context", {"x": 42}, context=ctx)
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assert result == "42"
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async def test_context_injection_async(self):
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"""Test that context is properly injected in async tools."""
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from fastmcp import Context, FastMCP
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async def async_tool(x: int, ctx: Context) -> str:
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assert isinstance(ctx, Context)
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return str(x)
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manager = ToolManager()
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manager.add_tool_from_fn(async_tool)
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mcp = FastMCP()
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ctx = mcp.get_context()
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result = await manager.call_tool("async_tool", {"x": 42}, context=ctx)
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assert result == "42"
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async def test_context_optional(self):
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"""Test that context is optional when calling tools."""
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from fastmcp import Context
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def tool_with_context(x: int, ctx: Context | None = None) -> str:
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return str(x)
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manager = ToolManager()
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manager.add_tool_from_fn(tool_with_context)
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# Should not raise an error when context is not provided
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result = await manager.call_tool("tool_with_context", {"x": 42})
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assert result == "42"
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async def test_context_error_handling(self):
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"""Test error handling when context injection fails."""
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from fastmcp import Context, FastMCP
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def tool_with_context(x: int, ctx: Context) -> str:
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raise ValueError("Test error")
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manager = ToolManager()
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manager.add_tool_from_fn(tool_with_context)
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mcp = FastMCP()
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ctx = mcp.get_context()
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with pytest.raises(ToolError, match="Error executing tool tool_with_context"):
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await manager.call_tool("tool_with_context", {"x": 42}, context=ctx)
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class TestImportTools:
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def test_import_tools(self):
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"""Test importing tools from one manager to another with a prefix."""
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# Setup source manager with tools
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source_manager = ToolManager()
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# Create some test tools
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def tool1_fn():
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return "Tool 1 result"
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def tool2_fn():
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return "Tool 2 result"
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# Add tools to source manager
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source_manager.add_tool_from_fn(
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tool1_fn, name="get_data", description="Get some data"
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)
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source_manager.add_tool_from_fn(
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tool2_fn, name="process_data", description="Process the data"
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)
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# Create target manager
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target_manager = ToolManager()
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# Import tools from source to target
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prefix = "source/"
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target_manager.import_tools(source_manager, prefix)
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# Verify tools were imported with prefixes
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assert "source/get_data" in target_manager._tools
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assert "source/process_data" in target_manager._tools
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# Verify the original tools still exist in source manager
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assert "get_data" in source_manager._tools
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assert "process_data" in source_manager._tools
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# Verify the imported tools have the correct descriptions
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assert target_manager._tools["source/get_data"].description == "Get some data"
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assert (
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target_manager._tools["source/process_data"].description
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== "Process the data"
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)
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# Verify the tool functions were properly copied
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# We can't directly compare functions, so we'll check their __name__ attribute
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assert target_manager._tools["source/get_data"].fn == tool1_fn
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assert target_manager._tools["source/process_data"].fn == tool2_fn
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def test_tool_duplicate_behavior(self):
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"""Test the behavior when importing tools with duplicate names."""
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# Setup source and target managers
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source_manager = ToolManager()
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target_manager = ToolManager()
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# Add the same tool name to both managers
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def source_fn():
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return "Source result"
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def target_fn():
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return "Target result"
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source_manager.add_tool_from_fn(source_fn, name="common_tool")
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target_manager.add_tool_from_fn(
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target_fn, name="source/common_tool"
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) # Pre-create with the prefixed name
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# Import tools from source to target
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target_manager.import_tools(source_manager, "source/")
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# The original tool in the target manager is replaced by the imported one
|
|
assert target_manager._tools["source/common_tool"].fn == source_fn
|
|
|
|
def test_import_tools_with_multiple_prefixes(self):
|
|
"""Test importing tools from multiple managers with different prefixes."""
|
|
# Setup source managers
|
|
weather_manager = ToolManager()
|
|
news_manager = ToolManager()
|
|
|
|
# Add tools to source managers
|
|
def forecast_fn():
|
|
return "Weather forecast"
|
|
|
|
def headlines_fn():
|
|
return "News headlines"
|
|
|
|
weather_manager.add_tool_from_fn(forecast_fn, name="forecast")
|
|
news_manager.add_tool_from_fn(headlines_fn, name="headlines")
|
|
|
|
# Create target manager and import from both sources
|
|
main_manager = ToolManager()
|
|
main_manager.import_tools(weather_manager, "weather/")
|
|
main_manager.import_tools(news_manager, "news/")
|
|
|
|
# Verify tools were imported with correct prefixes
|
|
assert "weather/forecast" in main_manager._tools
|
|
assert "news/headlines" in main_manager._tools
|
|
|
|
# Verify the tools are accessible and functioning
|
|
assert (
|
|
main_manager._tools["weather/forecast"].fn.__name__ == forecast_fn.__name__
|
|
)
|
|
assert (
|
|
main_manager._tools["news/headlines"].fn.__name__ == headlines_fn.__name__
|
|
)
|
|
|
|
|
|
class TestCustomToolNames:
|
|
"""Test adding tools with custom names that differ from their function names."""
|
|
|
|
def test_add_tool_with_custom_name(self):
|
|
"""Test adding a tool with a custom name parameter using add_tool_from_fn."""
|
|
|
|
def original_fn(x: int) -> int:
|
|
return x * 2
|
|
|
|
manager = ToolManager()
|
|
tool = manager.add_tool_from_fn(original_fn, name="custom_name")
|
|
|
|
# The tool is stored under the custom name and its .name is also set to custom_name
|
|
assert manager.get_tool("custom_name") is not None
|
|
assert tool.name == "custom_name"
|
|
assert tool.fn.__name__ == "original_fn"
|
|
# The tool should not be accessible via its original function name
|
|
assert manager.get_tool("original_fn") is None
|
|
|
|
def test_add_tool_object_with_custom_storage_name(self):
|
|
"""Test adding a Tool object with a custom storage name using add_tool()."""
|
|
|
|
def fn(x: int) -> int:
|
|
return x + 1
|
|
|
|
# Create a tool with a specific name
|
|
tool = Tool.from_function(fn, name="my_tool")
|
|
manager = ToolManager()
|
|
# Store it under a different name
|
|
manager.add_tool(tool, name="proxy_tool")
|
|
# The tool is accessible under the storage name
|
|
stored = manager.get_tool("proxy_tool")
|
|
assert stored is not None
|
|
# But the tool's .name is unchanged
|
|
assert stored.name == "my_tool"
|
|
# The tool is not accessible under its original name
|
|
assert manager.get_tool("my_tool") is None
|
|
|
|
async def test_call_tool_with_custom_name(self):
|
|
"""Test calling a tool added with a custom name."""
|
|
|
|
def multiply(a: int, b: int) -> int:
|
|
"""Multiply two numbers."""
|
|
return a * b
|
|
|
|
manager = ToolManager()
|
|
manager.add_tool_from_fn(multiply, name="custom_multiply")
|
|
|
|
# Tool should be callable by its custom name
|
|
result = await manager.call_tool("custom_multiply", {"a": 5, "b": 3})
|
|
assert result == 15
|
|
|
|
# Original name should not be registered
|
|
with pytest.raises(ToolError):
|
|
await manager.call_tool("multiply", {"a": 5, "b": 3})
|
|
|
|
def test_tool_to_mcp_tool_with_custom_name(self):
|
|
"""Test that to_mcp_tool uses the storage name, not the internal name."""
|
|
|
|
def some_function(x: int) -> int:
|
|
return x
|
|
|
|
manager = ToolManager()
|
|
manager.add_tool_from_fn(some_function, name="api_function")
|
|
|
|
# When listing tools for MCP, the custom name should be used
|
|
mcp_tools = manager.list_mcp_tools()
|
|
assert len(mcp_tools) == 1
|
|
assert mcp_tools[0].name == "api_function"
|
|
|
|
def test_import_tools_with_custom_names(self):
|
|
"""Test importing tools with custom names."""
|
|
|
|
def source_fn(x: int) -> int:
|
|
return x * 2
|
|
|
|
# Create a source manager with a tool using custom name
|
|
source_manager = ToolManager()
|
|
source_manager.add_tool_from_fn(source_fn, name="custom_source")
|
|
|
|
# Import the tools to a target manager with a prefix
|
|
target_manager = ToolManager()
|
|
target_manager.import_tools(source_manager, "prefix/")
|
|
|
|
# The tool should be imported with the prefixed custom name
|
|
assert target_manager.get_tool("prefix/custom_source") is not None
|
|
assert target_manager.get_tool("prefix/source_fn") is None
|
|
|
|
def test_replace_tool_keeps_original_name(self):
|
|
"""Test that replacing a tool with "replace" keeps the original name."""
|
|
|
|
def original_fn(x: int) -> int:
|
|
return x
|
|
|
|
def replacement_fn(x: int) -> int:
|
|
return x * 2
|
|
|
|
# Create a manager with REPLACE behavior
|
|
manager = ToolManager(duplicate_behavior="replace")
|
|
|
|
# Add the original tool
|
|
original_tool = manager.add_tool_from_fn(original_fn, name="test_tool")
|
|
assert original_tool.name == "test_tool"
|
|
|
|
# Replace with a new function but keep the same registered name
|
|
replacement_tool = manager.add_tool_from_fn(replacement_fn, name="test_tool")
|
|
|
|
# The tool object should have been replaced
|
|
stored_tool = manager.get_tool("test_tool")
|
|
assert stored_tool is not None
|
|
assert stored_tool == replacement_tool
|
|
|
|
# The name should still be the same
|
|
assert stored_tool.name == "test_tool"
|
|
|
|
# But the function is different
|
|
assert stored_tool.fn.__name__ == "replacement_fn"
|
|
|
|
def test_mcp_tool_name_for_add_tool(self):
|
|
"""Test MCPTool name for add_tool (storage name != tool.name)."""
|
|
|
|
def fn(x: int) -> int:
|
|
return x + 1
|
|
|
|
tool = Tool.from_function(fn, name="my_tool")
|
|
manager = ToolManager()
|
|
manager.add_tool(tool, name="proxy_tool")
|
|
mcp_tools = manager.list_mcp_tools()
|
|
assert len(mcp_tools) == 1
|
|
assert mcp_tools[0].name == "proxy_tool"
|
|
|
|
def test_mcp_tool_name_for_add_tool_from_fn(self):
|
|
"""Test MCPTool name for add_tool_from_fn (storage name == tool.name)."""
|
|
|
|
def fn(x: int) -> int:
|
|
return x + 1
|
|
|
|
manager = ToolManager()
|
|
manager.add_tool_from_fn(fn, name="custom_fn")
|
|
mcp_tools = manager.list_mcp_tools()
|
|
assert len(mcp_tools) == 1
|
|
assert mcp_tools[0].name == "custom_fn"
|