api2mcp

Turn any OpenAPI spec into a working MCP server. One command.

api2mcp https://petstore3.swagger.io/api/v3/openapi.json

That's it. You now have a runnable MCP server exposing every endpoint in that API as a tool an LLM agent can call — typed arguments, docstrings, auth wiring, all generated.

The problem

Want Claude (or any MCP-compatible agent) to use Stripe, GitHub, your internal REST API, whatever? Right now that means hand-writing an MCP server: read the docs, define a tool per endpoint, map params, wire up auth, keep it in sync when the API changes.

Almost every API already publishes an OpenAPI/Swagger spec describing exactly that shape. api2mcp reads it and generates the server for you.

Install

pip install spec2mcp

(The PyPI package is named spec2mcp — api2mcp was already taken. The CLI command and import name are still api2mcp.)

Usage

api2mcp <spec-url-or-file> [-o output-dir]

Works with a spec URL, a local .json file, or a local .yaml/.yml file.

Example

$ api2mcp https://petstore3.swagger.io/api/v3/openapi.json -o ./petstore-mcp
Fetching spec from https://petstore3.swagger.io/api/v3/openapi.json ...
Generated 19 tools for 'Swagger Petstore - OpenAPI 3.0'
-> petstore-mcp/server.py
-> petstore-mcp/README.md

Run it:
  cd petstore-mcp && pip install "mcp[cli]" requests && python server.py

Run the generated server, then point any MCP client at it — Claude Desktop, Claude Code, or your own agent — and every endpoint (findPetsByStatus, addPet, deletePet, …) is now a callable tool.

Point Claude Desktop / Claude Code at it

Add to your MCP client config (e.g. claude_desktop_config.json):

{
  "mcpServers": {
    "petstore": {
      "command": "python",
      "args": ["/absolute/path/to/petstore-mcp/server.py"],
      "env": {
        "API_BASE_URL": "https://petstore3.swagger.io/api/v3",
        "API_KEY": "your-key-if-needed"
      }
    }
  }
}

Auth

Set env vars before running the generated server:

• API_BASE_URL — overrides the base URL detected from the spec
• API_KEY — sent as Authorization: Bearer <API_KEY> on every request

Use it as a library instead of the CLI

from api2mcp import parse_spec, write_server

spec = parse_spec("https://petstore3.swagger.io/api/v3/openapi.json")
write_server(spec, "./out")

What gets generated

For every operation in the spec, one @mcp.tool()-decorated function:

@mcp.tool()
def findpetsbystatus(status: str = "") -> dict:
    """Finds Pets by status."""
    ...
    resp = requests.request("GET", url, params=params, json=json_body, headers=_headers(), timeout=30)
    resp.raise_for_status()
    return resp.json()

• Path, query, and JSON body params become typed Python arguments (required params ordered before optional ones, so it's always valid Python)
• The summary/description from the spec becomes the tool's docstring — that's what the LLM sees when deciding whether to call it
• A README.md listing every generated tool ships alongside server.py

The output is plain, readable code — not a black box. Generate it, read it, edit it by hand if you need something custom.

How it works

1. Parse (api2mcp/parser.py) — loads the spec (JSON or YAML, URL or file), walks paths, flattens each operation's parameters and request body into a simple typed Operation model.
2. Generate (api2mcp/generator.py + templates/server.py.j2) — renders a Jinja2 template into a single-file MCP server using the official mcp Python SDK.
3. Run — the generated server is a normal Python script; mcp.run() speaks the MCP protocol over stdio.

No LLM calls involved in generation — it's pure codegen from the spec's structure, so it's fast, free, and deterministic.

Development

git clone https://github.com/azamoviich/api2mcp
cd api2mcp
python -m venv .venv && source .venv/bin/activate
pip install -e ".[dev,serve]"
pytest

Limitations (v1)

• No OAuth2 flows — only static bearer token auth via API_KEY
• $ref resolution for request bodies is shallow (one level)
• No pagination helpers — generated tools return raw responses as-is

Contributions welcome for any of the above.

License

MIT — see LICENSE.