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156 lines
4.6 KiB
Text
156 lines
4.6 KiB
Text
---
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title: OpenAPI Integration
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sidebarTitle: OpenAPI
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description: Generate MCP servers from OpenAPI specs
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icon: code-branch
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---
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import { VersionBadge } from '/snippets/version-badge.mdx'
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<VersionBadge version="2.0.0" />
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FastMCP can automatically generate an MCP server from an OpenAPI specification. Users only need to provide an OpenAPI specification (3.0 or 3.1) and an API client.
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```python
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import httpx
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from fastmcp import FastMCP
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# Create a client for your API
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api_client = httpx.AsyncClient(base_url="https://api.example.com")
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# Load your OpenAPI spec
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spec = {...}
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# Create an MCP server from your OpenAPI spec
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mcp = FastMCP.from_openapi(openapi_spec=spec, client=api_client)
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if __name__ == "__main__":
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mcp.run()
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```
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## Route Mapping
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By default, OpenAPI routes are mapped to MCP components based on these rules:
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| OpenAPI Route | Example |MCP Component | Notes |
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|- | - | - | - |
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| `GET` without path params | `GET /stats` | Resource | Simple resources for fetching data |
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| `GET` with path params | `GET /users/{id}` | Resource Template | Path parameters become template parameters |
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| `POST`, `PUT`, `PATCH`, `DELETE`, etc. | `POST /users` | Tool | Operations that modify data |
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Internally, FastMCP uses a priority-ordered set of `RouteMap` objects to determine the component type. Route maps indicate that a specific HTTP method (or methods) and path pattern should be treated as a specific component type. This is the default set of route maps:
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```python
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# Simplified version of the actual mapping rules
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DEFAULT_ROUTE_MAPPINGS = [
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# GET with path parameters -> ResourceTemplate
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RouteMap(methods=["GET"], pattern=r".*\{.*\}.*",
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route_type=RouteType.RESOURCE_TEMPLATE),
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# GET without path parameters -> Resource
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RouteMap(methods=["GET"], pattern=r".*",
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route_type=RouteType.RESOURCE),
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# All other methods -> Tool
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RouteMap(methods=["POST", "PUT", "PATCH", "DELETE", "OPTIONS", "HEAD"],
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pattern=r".*", route_type=RouteType.TOOL),
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]
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```
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### Custom Route Maps
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Users can add custom route maps to override the default mapping behavior. User-supplied route maps are always applied first, before the default route maps.
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```python
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from fastmcp.server.openapi import RouteMap, RouteType
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# Custom mapping rules
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custom_maps = [
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# Force all analytics endpoints to be Tools
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RouteMap(methods=["GET"],
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pattern=r"^/analytics/.*",
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route_type=RouteType.TOOL)
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]
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# Apply custom mappings
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mcp = await FastMCP.from_openapi(
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openapi_spec=spec,
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client=api_client,
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route_maps=custom_maps
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)
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```
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## How It Works
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1. FastMCP parses your OpenAPI spec to extract routes and schemas
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2. It applies mapping rules to categorize each route
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3. When an MCP client calls a tool or accesses a resource:
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- FastMCP constructs an HTTP request based on the OpenAPI definition
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- It sends the request through the provided httpx client
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- It translates the HTTP response to the appropriate MCP format
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## Complete Example
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```python
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import asyncio
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import httpx
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from fastmcp import FastMCP
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# Sample OpenAPI spec for a Pet Store API
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petstore_spec = {
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"openapi": "3.0.0",
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"paths": {
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"/pets": {
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"get": {
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"operationId": "listPets",
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"summary": "List all pets"
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},
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"post": {
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"operationId": "createPet",
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"summary": "Create a new pet"
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}
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},
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"/pets/{petId}": {
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"get": {
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"operationId": "getPet",
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"summary": "Get a pet by ID",
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"parameters": [
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{
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"name": "petId",
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"in": "path",
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"required": True,
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"schema": {"type": "string"}
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}
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]
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}
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}
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}
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}
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async def main():
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# Client for the Pet Store API
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client = httpx.AsyncClient(base_url="https://petstore.example.com/api")
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# Create the MCP server
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mcp = await FastMCP.from_openapi(
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openapi_spec=petstore_spec,
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client=client,
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name="PetStore"
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)
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# List what components were created
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tools = await mcp.list_tools()
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resources = await mcp.list_resources()
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templates = await mcp.list_resource_templates()
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print(f"Tools: {len(tools)}") # Should include createPet
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print(f"Resources: {len(resources)}") # Should include listPets
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print(f"Templates: {len(templates)}") # Should include getPet
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# Start the MCP server
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mcp.run()
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if __name__ == "__main__":
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asyncio.run(main())
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```
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