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Add ToolInjectionMiddleware + Tools for Read/List Resource/Prompt for Client Compat (#2142)
* Add compatibility tools contrib module Implements four standalone tools that expose resources and prompts as callable tools for clients that only support the tools capability. Features: - list_resources: List all available resources - get_resource: Read a resource by URI - list_prompts: List all available prompts - get_prompt: Get a prompt with optional arguments The tools use Context to access the server instance and can be easily added to any FastMCP server using the add_compatibility_tools helper or by adding individual tool instances directly. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-authored-by: William Easton <strawgate@users.noreply.github.com> * Simplify compatibility tools to return raw MCP protocol objects Return raw MCP protocol objects (ListResourcesResult, ReadResourceResult, ListPromptsResult, GetPromptResult) instead of custom dictionaries. This makes the tools simpler and more predictable by directly exposing what the client methods return. Co-authored-by: William Easton <strawgate@users.noreply.github.com> * Add tool injection middleware * cleanup contrib module * More clean-up * Clean up tool injection middleware. * Update src/fastmcp/server/middleware/tool_injection.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * Add tool injection docs * Small cleanup of prompt middleware * PR Feedback * Fix tool injection tests --------- Co-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com> Co-authored-by: William Easton <strawgate@users.noreply.github.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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@ -449,6 +449,41 @@ mcp.add_middleware(DetailedTimingMiddleware())
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The built-in versions include custom logger support, proper formatting, and **DetailedTimingMiddleware** provides operation-specific hooks like `on_call_tool` and `on_read_resource` for granular timing.
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### Tool Injection Middleware
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Tool injection middleware is a middleware that injects tools into the server during the request lifecycle:
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```python
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from fastmcp.server.middleware.tool_injection import ToolInjectionMiddleware
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def my_tool_fn(a: int, b: int) -> int:
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return a + b
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my_tool = Tool.from_function(fn=my_tool_fn, name="my_tool")
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mcp.add_middleware(ToolInjectionMiddleware(tools=[my_tool]))
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```
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### Prompt Tool Middleware
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Prompt tool middleware is a compatibility middleware for clients that are unable to list or get prompts. It provides two tools: `list_prompts` and `get_prompt` which allow clients to list and get prompts respectively using only tool calls.
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```python
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from fastmcp.server.middleware.tool_injection import PromptToolMiddleware
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mcp.add_middleware(PromptToolMiddleware())
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```
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### Resource Tool Middleware
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Resource tool middleware is a compatibility middleware for clients that are unable to list or read resources. It provides two tools: `list_resources` and `read_resource` which allow clients to list and read resources respectively using only tool calls.
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```python
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from fastmcp.server.middleware.tool_injection import ResourceToolMiddleware
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mcp.add_middleware(ResourceToolMiddleware())
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```
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### Caching Middleware
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Caching middleware is essential for improving performance and reducing server load. FastMCP provides caching middleware at `fastmcp.server.middleware.caching`.
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124
src/fastmcp/server/middleware/tool_injection.py
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124
src/fastmcp/server/middleware/tool_injection.py
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@ -0,0 +1,124 @@
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"""A middleware for injecting tools into the MCP server context."""
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from collections.abc import Sequence
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from logging import Logger
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from typing import Annotated, Any
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import mcp.types
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from mcp.server.lowlevel.helper_types import ReadResourceContents
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from mcp.types import Prompt
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from pydantic import AnyUrl
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from typing_extensions import override
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from fastmcp.client.client import Client
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from fastmcp.client.transports import FastMCPTransport
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from fastmcp.server.context import Context
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from fastmcp.server.middleware.middleware import CallNext, Middleware, MiddlewareContext
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from fastmcp.tools.tool import Tool, ToolResult
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from fastmcp.utilities.logging import get_logger
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logger: Logger = get_logger(name=__name__)
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class ToolInjectionMiddleware(Middleware):
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"""A middleware for injecting tools into the context."""
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def __init__(self, tools: Sequence[Tool]):
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"""Initialize the tool injection middleware."""
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self._tools_to_inject: Sequence[Tool] = tools
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self._tools_to_inject_by_name: dict[str, Tool] = {
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tool.name: tool for tool in tools
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}
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@override
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async def on_list_tools(
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self,
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context: MiddlewareContext[mcp.types.ListToolsRequest],
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call_next: CallNext[mcp.types.ListToolsRequest, Sequence[Tool]],
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) -> Sequence[Tool]:
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"""Inject tools into the response."""
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return [*self._tools_to_inject, *await call_next(context)]
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@override
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async def on_call_tool(
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self,
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context: MiddlewareContext[mcp.types.CallToolRequestParams],
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call_next: CallNext[mcp.types.CallToolRequestParams, ToolResult],
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) -> ToolResult:
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"""Intercept tool calls to injected tools."""
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if context.message.name in self._tools_to_inject_by_name:
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tool = self._tools_to_inject_by_name[context.message.name]
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return await tool.run(arguments=context.message.arguments or {})
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return await call_next(context)
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async def list_prompts(context: Context) -> list[Prompt]:
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"""List prompts available on the server."""
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async with Client[FastMCPTransport](context.fastmcp) as client:
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return await client.list_prompts()
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list_prompts_tool = Tool.from_function(
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fn=list_prompts,
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)
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async def get_prompt(
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context: Context,
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name: Annotated[str, "The name of the prompt to render."],
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arguments: Annotated[
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dict[str, Any] | None, "The arguments to pass to the prompt."
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] = None,
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) -> mcp.types.GetPromptResult:
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"""Render a prompt available on the server."""
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async with Client[FastMCPTransport](context.fastmcp) as client:
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return await client.get_prompt(name=name, arguments=arguments)
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get_prompt_tool = Tool.from_function(
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fn=get_prompt,
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)
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class PromptToolMiddleware(ToolInjectionMiddleware):
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"""A middleware for injecting prompts as tools into the context."""
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def __init__(self) -> None:
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tools: list[Tool] = [list_prompts_tool, get_prompt_tool]
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super().__init__(tools=tools)
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async def list_resources(context: Context) -> list[mcp.types.Resource]:
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"""List resources available on the server."""
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async with Client[FastMCPTransport](context.fastmcp) as client:
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return await client.list_resources()
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list_resources_tool = Tool.from_function(
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fn=list_resources,
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)
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async def read_resource(
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context: Context,
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uri: Annotated[AnyUrl | str, "The URI of the resource to read."],
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) -> list[ReadResourceContents]:
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"""Read a resource available on the server."""
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return await context.read_resource(uri=uri)
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read_resource_tool = Tool.from_function(
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fn=read_resource,
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)
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class ResourceToolMiddleware(ToolInjectionMiddleware):
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"""A middleware for injecting resources as tools into the context."""
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def __init__(self) -> None:
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tools: list[Tool] = [list_resources_tool, read_resource_tool]
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super().__init__(tools=tools)
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498
tests/server/middleware/test_tool_injection.py
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498
tests/server/middleware/test_tool_injection.py
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"""Tests for tool injection middleware."""
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import math
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import pytest
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from inline_snapshot import snapshot
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from mcp.types import TextContent
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from mcp.types import Tool as MCPTool
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from fastmcp import FastMCP
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from fastmcp.client import Client
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from fastmcp.client.client import CallToolResult
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from fastmcp.client.transports import FastMCPTransport
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from fastmcp.server.middleware.tool_injection import (
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PromptToolMiddleware,
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ResourceToolMiddleware,
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ToolInjectionMiddleware,
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)
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from fastmcp.tools.tool import FunctionTool, Tool
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def multiply_fn(a: int, b: int) -> int:
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"""Multiply two numbers."""
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return a * b
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def divide_fn(a: int, b: int) -> float:
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"""Divide two numbers."""
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if b == 0:
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raise ValueError("Cannot divide by zero")
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return a / b
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multiply_tool = Tool.from_function(fn=multiply_fn, name="multiply", tags={"math"})
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divide_tool = Tool.from_function(fn=divide_fn, name="divide", tags={"math"})
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class TestToolInjectionMiddleware:
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"""Tests with real FastMCP server."""
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@pytest.fixture
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def base_server(self):
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"""Create a base FastMCP server."""
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mcp = FastMCP("BaseServer")
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@mcp.tool
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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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@mcp.tool
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def subtract(a: int, b: int) -> int:
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"""Subtract two numbers."""
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return a - b
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return mcp
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async def test_list_tools_includes_injected_tools(self, base_server: FastMCP):
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"""Test that list_tools returns both base and injected tools."""
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injected_tools: list[FunctionTool] = [
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multiply_tool,
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divide_tool,
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]
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middleware: ToolInjectionMiddleware = ToolInjectionMiddleware(
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tools=injected_tools
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)
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base_server.add_middleware(middleware)
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async with Client[FastMCPTransport](base_server) as client:
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tools: list[MCPTool] = await client.list_tools()
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# Should have all tools: multiply, divide, add, subtract
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assert len(tools) == 4
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tool_names: list[str] = [tool.name for tool in tools]
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assert "multiply" in tool_names
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assert "divide" in tool_names
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assert "add" in tool_names
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assert "subtract" in tool_names
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async def test_call_injected_tool(self, base_server: FastMCP):
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"""Test that injected tools can be called successfully."""
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injected_tools: list[FunctionTool] = [multiply_tool]
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middleware: ToolInjectionMiddleware = ToolInjectionMiddleware(
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tools=injected_tools
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)
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base_server.add_middleware(middleware)
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async with Client[FastMCPTransport](base_server) as client:
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result: CallToolResult = await client.call_tool(
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name="multiply", arguments={"a": 7, "b": 6}
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)
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assert result.structured_content is not None
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assert result.structured_content["result"] == 42 # type: ignore[attr-defined]
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async def test_call_base_tool_still_works(self, base_server: FastMCP):
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"""Test that base server tools still work after injecting tools."""
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injected_tools: list[FunctionTool] = [multiply_tool]
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middleware: ToolInjectionMiddleware = ToolInjectionMiddleware(
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tools=injected_tools
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)
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base_server.add_middleware(middleware)
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async with Client[FastMCPTransport](base_server) as client:
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result: CallToolResult = await client.call_tool(
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name="add", arguments={"a": 10, "b": 5}
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)
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assert result.structured_content is not None
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assert result.structured_content["result"] == 15 # type: ignore[attr-defined]
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async def test_injected_tool_error_handling(self, base_server: FastMCP):
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"""Test that errors in injected tools are properly handled."""
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injected_tools: list[FunctionTool] = [divide_tool]
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middleware: ToolInjectionMiddleware = ToolInjectionMiddleware(
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tools=injected_tools
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)
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base_server.add_middleware(middleware)
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async with Client[FastMCPTransport](base_server) as client:
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with pytest.raises(Exception, match="Cannot divide by zero"):
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_ = await client.call_tool(name="divide", arguments={"a": 10, "b": 0})
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async def test_multiple_tool_injections(self, base_server: FastMCP):
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"""Test multiple tool injection middlewares can be stacked."""
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def power(a: int, b: int) -> int:
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"""Raise a to the power of b."""
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return int(math.pow(float(a), float(b)))
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def modulo(a: int, b: int) -> int:
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"""Calculate a modulo b."""
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return a % b
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middleware1 = ToolInjectionMiddleware(
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tools=[Tool.from_function(fn=power, name="power")]
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)
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middleware2 = ToolInjectionMiddleware(
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tools=[Tool.from_function(fn=modulo, name="modulo")]
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)
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base_server.add_middleware(middleware1)
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base_server.add_middleware(middleware2)
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async with Client(base_server) as client:
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tools = await client.list_tools()
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# Should have all tools
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assert len(tools) == 4
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tool_names = [tool.name for tool in tools]
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assert "power" in tool_names
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assert "modulo" in tool_names
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assert "add" in tool_names
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assert "subtract" in tool_names
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# Test that both injected tools work
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async with Client(base_server) as client:
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power_result = await client.call_tool("power", {"a": 2, "b": 3})
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assert power_result.structured_content is not None
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assert power_result.structured_content["result"] == 8 # type: ignore[attr-defined]
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modulo_result = await client.call_tool("modulo", {"a": 10, "b": 3})
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assert modulo_result.structured_content is not None
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assert modulo_result.structured_content["result"] == 1 # type: ignore[attr-defined]
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async def test_injected_tool_with_complex_return_type(self, base_server: FastMCP):
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"""Test injected tools with complex return types."""
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def calculate_stats(numbers: list[int]) -> dict[str, int | float]:
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"""Calculate statistics for a list of numbers."""
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return {
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"sum": sum(numbers),
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"average": sum(numbers) / len(numbers),
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"min": min(numbers),
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"max": max(numbers),
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"count": len(numbers),
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}
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middleware = ToolInjectionMiddleware(
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tools=[Tool.from_function(fn=calculate_stats, name="calculate_stats")]
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)
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base_server.add_middleware(middleware)
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async with Client(base_server) as client:
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result = await client.call_tool(
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"calculate_stats", {"numbers": [1, 2, 3, 4, 5]}
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)
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assert result.structured_content is not None
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assert isinstance(result.structured_content, dict)
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assert result.structured_content == snapshot(
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{"sum": 15, "average": 3.0, "min": 1, "max": 5, "count": 5}
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)
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async def test_injected_tool_metadata_preserved(self, base_server: FastMCP):
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"""Test that injected tool metadata is preserved."""
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def multiply(a: int, b: int) -> int:
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"""Multiply two numbers."""
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return a * b
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injected_tools = [Tool.from_function(fn=multiply, name="multiply")]
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middleware = ToolInjectionMiddleware(tools=injected_tools)
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base_server.add_middleware(middleware)
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async with Client(base_server) as client:
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tools = await client.list_tools()
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multiply_tool = next(t for t in tools if t.name == "multiply")
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assert multiply_tool.description == "Multiply two numbers."
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assert "a" in multiply_tool.inputSchema["properties"]
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assert "b" in multiply_tool.inputSchema["properties"]
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async def test_injected_tool_does_not_conflict_with_base_tool(
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self, base_server: FastMCP
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):
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"""Test that injected tools with same name as base tools are called correctly."""
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def add(a: int, b: int) -> int:
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"""Injected add that multiplies instead."""
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return a * b
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middleware: ToolInjectionMiddleware = ToolInjectionMiddleware(
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tools=[Tool.from_function(fn=add, name="add")]
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)
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base_server.add_middleware(middleware)
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async with Client[FastMCPTransport](base_server) as client:
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result: CallToolResult = await client.call_tool(
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name="add", arguments={"a": 5, "b": 3}
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)
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# Should use the injected tool (multiply behavior)
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assert result.structured_content is not None
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assert result.structured_content["result"] == 15
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async def test_injected_tool_bypass_filtering(self, base_server: FastMCP):
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"""Test that injected tools bypass filtering."""
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middleware: ToolInjectionMiddleware = ToolInjectionMiddleware(
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tools=[multiply_tool]
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)
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base_server.add_middleware(middleware)
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base_server.exclude_tags = {"math"}
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async with Client[FastMCPTransport](base_server) as client:
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tools: list[MCPTool] = await client.list_tools()
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tool_names: list[str] = [tool.name for tool in tools]
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assert "multiply" in tool_names
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async def test_empty_tool_injection(self, base_server: FastMCP):
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"""Test that middleware with no tools doesn't affect behavior."""
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middleware: ToolInjectionMiddleware = ToolInjectionMiddleware(tools=[])
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base_server.add_middleware(middleware)
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async with Client[FastMCPTransport](base_server) as client:
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tools: list[MCPTool] = await client.list_tools()
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result: CallToolResult = await client.call_tool(
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name="add", arguments={"a": 3, "b": 4}
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)
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# Should only have the base tools
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assert len(tools) == 2
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tool_names: list[str] = [tool.name for tool in tools]
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assert "add" in tool_names
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assert "subtract" in tool_names
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assert result.structured_content is not None
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assert result.structured_content["result"] == 7 # type: ignore[attr-defined]
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class TestPromptToolMiddleware:
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"""Tests for PromptToolMiddleware."""
|
||||
|
||||
@pytest.fixture
|
||||
def server_with_prompts(self):
|
||||
"""Create a FastMCP server with prompts."""
|
||||
mcp = FastMCP("PromptServer")
|
||||
|
||||
@mcp.tool
|
||||
def add(a: int, b: int) -> int:
|
||||
"""Add two numbers."""
|
||||
return a + b
|
||||
|
||||
@mcp.prompt
|
||||
def greeting(name: str) -> str:
|
||||
"""Generate a greeting message."""
|
||||
return f"Hello, {name}!"
|
||||
|
||||
@mcp.prompt
|
||||
def farewell(name: str) -> str:
|
||||
"""Generate a farewell message."""
|
||||
return f"Goodbye, {name}!"
|
||||
|
||||
return mcp
|
||||
|
||||
async def test_prompt_tools_added_to_list(self, server_with_prompts: FastMCP):
|
||||
"""Test that prompt tools are added to the tool list."""
|
||||
middleware = PromptToolMiddleware()
|
||||
server_with_prompts.add_middleware(middleware)
|
||||
|
||||
async with Client[FastMCPTransport](server_with_prompts) as client:
|
||||
tools: list[MCPTool] = await client.list_tools()
|
||||
|
||||
tool_names: list[str] = [tool.name for tool in tools]
|
||||
# Should have: add, list_prompts, get_prompt
|
||||
assert len(tools) == 3
|
||||
assert "add" in tool_names
|
||||
assert "list_prompts" in tool_names
|
||||
assert "get_prompt" in tool_names
|
||||
|
||||
async def test_list_prompts_tool_works(self, server_with_prompts: FastMCP):
|
||||
"""Test that the list_prompts tool can be called."""
|
||||
middleware = PromptToolMiddleware()
|
||||
server_with_prompts.add_middleware(middleware)
|
||||
|
||||
async with Client[FastMCPTransport](server_with_prompts) as client:
|
||||
result: CallToolResult = await client.call_tool(
|
||||
name="list_prompts", arguments={}
|
||||
)
|
||||
|
||||
assert result.content == snapshot(
|
||||
[
|
||||
TextContent(
|
||||
type="text",
|
||||
text='[{"name":"greeting","title":null,"description":"Generate a greeting message.","arguments":[{"name":"name","description":null,"required":true}],"icons":null,"_meta":{"_fastmcp":{"tags":[]}}},{"name":"farewell","title":null,"description":"Generate a farewell message.","arguments":[{"name":"name","description":null,"required":true}],"icons":null,"_meta":{"_fastmcp":{"tags":[]}}}]',
|
||||
)
|
||||
]
|
||||
)
|
||||
assert result.structured_content is not None
|
||||
assert result.structured_content["result"] == snapshot(
|
||||
[
|
||||
{
|
||||
"name": "greeting",
|
||||
"title": None,
|
||||
"description": "Generate a greeting message.",
|
||||
"arguments": [
|
||||
{"name": "name", "description": None, "required": True}
|
||||
],
|
||||
"icons": None,
|
||||
"_meta": {"_fastmcp": {"tags": []}},
|
||||
},
|
||||
{
|
||||
"name": "farewell",
|
||||
"title": None,
|
||||
"description": "Generate a farewell message.",
|
||||
"arguments": [
|
||||
{"name": "name", "description": None, "required": True}
|
||||
],
|
||||
"icons": None,
|
||||
"_meta": {"_fastmcp": {"tags": []}},
|
||||
},
|
||||
]
|
||||
)
|
||||
|
||||
async def test_get_prompt_tool_works(self, server_with_prompts: FastMCP):
|
||||
"""Test that the get_prompt tool can be called."""
|
||||
middleware = PromptToolMiddleware()
|
||||
server_with_prompts.add_middleware(middleware)
|
||||
|
||||
async with Client[FastMCPTransport](server_with_prompts) as client:
|
||||
result: CallToolResult = await client.call_tool(
|
||||
name="get_prompt",
|
||||
arguments={"name": "greeting", "arguments": {"name": "World"}},
|
||||
)
|
||||
|
||||
# The tool returns the prompt result with structured_content
|
||||
assert result.content == snapshot(
|
||||
[
|
||||
TextContent(
|
||||
type="text",
|
||||
text='{"_meta":null,"description":"Generate a greeting message.","messages":[{"role":"user","content":{"type":"text","text":"Hello, World!","annotations":null,"_meta":null}}]}',
|
||||
)
|
||||
]
|
||||
)
|
||||
assert result.structured_content is not None
|
||||
assert result.structured_content == snapshot(
|
||||
{
|
||||
"_meta": None,
|
||||
"description": "Generate a greeting message.",
|
||||
"messages": [
|
||||
{
|
||||
"role": "user",
|
||||
"content": {
|
||||
"type": "text",
|
||||
"text": "Hello, World!",
|
||||
"annotations": None,
|
||||
"_meta": None,
|
||||
},
|
||||
}
|
||||
],
|
||||
}
|
||||
)
|
||||
|
||||
|
||||
class TestResourceToolMiddleware:
|
||||
"""Tests for ResourceToolMiddleware."""
|
||||
|
||||
@pytest.fixture
|
||||
def server_with_resources(self):
|
||||
"""Create a FastMCP server with resources."""
|
||||
mcp = FastMCP("ResourceServer")
|
||||
|
||||
@mcp.tool
|
||||
def add(a: int, b: int) -> int:
|
||||
"""Add two numbers."""
|
||||
return a + b
|
||||
|
||||
@mcp.resource("file://config.txt")
|
||||
def config_resource() -> str:
|
||||
"""Get configuration."""
|
||||
return "debug=true"
|
||||
|
||||
@mcp.resource("file://data.json")
|
||||
def data_resource() -> str:
|
||||
"""Get data."""
|
||||
return '{"count": 42}'
|
||||
|
||||
return mcp
|
||||
|
||||
async def test_resource_tools_added_to_list(self, server_with_resources: FastMCP):
|
||||
"""Test that resource tools are added to the tool list."""
|
||||
middleware = ResourceToolMiddleware()
|
||||
server_with_resources.add_middleware(middleware)
|
||||
|
||||
async with Client[FastMCPTransport](server_with_resources) as client:
|
||||
tools: list[MCPTool] = await client.list_tools()
|
||||
|
||||
tool_names: list[str] = [tool.name for tool in tools]
|
||||
# Should have: add, list_resources, read_resource
|
||||
assert len(tools) == 3
|
||||
assert "add" in tool_names
|
||||
assert "list_resources" in tool_names
|
||||
assert "read_resource" in tool_names
|
||||
|
||||
async def test_list_resources_tool_works(self, server_with_resources: FastMCP):
|
||||
"""Test that the list_resources tool can be called."""
|
||||
middleware = ResourceToolMiddleware()
|
||||
server_with_resources.add_middleware(middleware)
|
||||
|
||||
async with Client[FastMCPTransport](server_with_resources) as client:
|
||||
result: CallToolResult = await client.call_tool(
|
||||
name="list_resources", arguments={}
|
||||
)
|
||||
|
||||
assert result.structured_content is not None
|
||||
assert result.structured_content["result"] == snapshot(
|
||||
[
|
||||
{
|
||||
"name": "config_resource",
|
||||
"title": None,
|
||||
"uri": "file://config.txt/",
|
||||
"description": "Get configuration.",
|
||||
"mimeType": "text/plain",
|
||||
"size": None,
|
||||
"icons": None,
|
||||
"annotations": None,
|
||||
"_meta": {"_fastmcp": {"tags": []}},
|
||||
},
|
||||
{
|
||||
"name": "data_resource",
|
||||
"title": None,
|
||||
"uri": "file://data.json/",
|
||||
"description": "Get data.",
|
||||
"mimeType": "text/plain",
|
||||
"size": None,
|
||||
"icons": None,
|
||||
"annotations": None,
|
||||
"_meta": {"_fastmcp": {"tags": []}},
|
||||
},
|
||||
]
|
||||
)
|
||||
|
||||
async def test_read_resource_tool_works(self, server_with_resources: FastMCP):
|
||||
"""Test that the read_resource tool can be called."""
|
||||
middleware = ResourceToolMiddleware()
|
||||
server_with_resources.add_middleware(middleware)
|
||||
|
||||
async with Client[FastMCPTransport](server_with_resources) as client:
|
||||
result: CallToolResult = await client.call_tool(
|
||||
name="read_resource", arguments={"uri": "file://config.txt"}
|
||||
)
|
||||
|
||||
assert result.content == snapshot(
|
||||
[
|
||||
TextContent(
|
||||
type="text",
|
||||
text='[{"content":"debug=true","mime_type":"text/plain"}]',
|
||||
)
|
||||
]
|
||||
)
|
||||
assert result.structured_content == snapshot(
|
||||
{"result": [{"content": "debug=true", "mime_type": "text/plain"}]}
|
||||
)
|
||||
Loading…
Add table
Add a link
Reference in a new issue