https://github.com/openapi/mcp-server
🧠 A powerful, fully featured MCP Server for interacting with AI agents powered by @Openapi®
https://github.com/openapi/mcp-server
ai ai-agents anthropic api-marketplace automation certified-api claude claude-code developer-tools gemini genai llm mcp mcp-server openai openapi rest-api
Last synced: 16 days ago
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🧠 A powerful, fully featured MCP Server for interacting with AI agents powered by @Openapi®
- Host: GitHub
- URL: https://github.com/openapi/mcp-server
- Owner: openapi
- License: mit
- Created: 2026-02-27T09:31:55.000Z (4 months ago)
- Default Branch: main
- Last Pushed: 2026-05-15T10:22:54.000Z (29 days ago)
- Last Synced: 2026-05-15T12:26:43.022Z (29 days ago)
- Topics: ai, ai-agents, anthropic, api-marketplace, automation, certified-api, claude, claude-code, developer-tools, gemini, genai, llm, mcp, mcp-server, openai, openapi, rest-api
- Language: Python
- Homepage: https://console.openapi.com
- Size: 633 KB
- Stars: 14
- Watchers: 0
- Forks: 3
- Open Issues: 31
-
Metadata Files:
- Readme: README.md
- Contributing: docs/contributing.md
- License: LICENSE
- Code of conduct: docs/code-of-conduct.md
Awesome Lists containing this project
README
🔐 Openapi® MCP
The official Python MCP SDK and ready-to-run MCP server for Openapi®
[](https://github.com/openapi/mcp-server/actions/workflows/build.yml)
[](https://pypi.org/project/openapi-mcp-sdk/)
[](https://www.python.org/)
[](LICENSE)
[](https://modelcontextprotocol.io/)
[](https://www.linuxfoundation.org/about/members)
# Overview
Welcome to **`openapi-mcp-sdk`**, this is the official [openapi.com](https://openapi.com/) MCP SDK.
It ships as a Python package on [PyPI](https://pypi.org/project/openapi-mcp-sdk/) and
can be used in two ways:
- **Ready-to-use server** — run the MCP gateway directly from the package with a
single command, no cloning or setup required.
- **Python library** — import `openapi_mcp_sdk` in your own project to build a
custom MCP server that wraps openapi.com APIs with your own logic, tools, or auth
layer on top.
## Environment variables
All configuration is done through environment variables. None are required to
start the server — defaults are suitable for local use.
### Core
| Variable | Default | Description |
|---|---|------------------------------------------------------------------------------------------|
| `MCP_PORT` | `8080` | HTTP port the server listens on |
| `MCP_ENV` | `production` | Runtime environment: `dev` \| `staging` \| `production` |
| `MCP_BASE_URL` | `http://localhost:8080` | Public URL of this server (used to build callback and file download URLs) |
| `MCP_CALLBACK_URL` | `$MCP_BASE_URL/callbacks` | Explicit callback URL sent to async APIs |
| `MCP_OPENAPI_ENV` | _(empty)_ | Openapi environment: `dev`, `test`, `sandbox` (alias of `test`), or empty for production |
### Storage
The server needs to store files for APIs that return binary documents (e.g.
company official documents). The storage backend is configurable:
| Variable | Default | Description |
|-----------------------|---|---|
| `MCP_STORAGE_BACKEND` | `local` | `local` \| `gcs` \| `s3` |
| `MCP_STORAGE_PATH` | `./openapi_storage` | Local path for `local` backend |
| `MCP_STORAGE_BUCKET` | _(required for cloud)_ | Bucket name for `gcs` or `s3` |
| `MCP_STORAGE_REGION` | _(required for s3)_ | AWS region for the S3 bucket |
### Cache
Used to share async callback results across multiple server instances.
| Variable | Default | Description |
|---------------------|---|---|
| `MCP_CACHE_BACKEND` | `none` | `none` (in-process dict) \| `memcached` \| `redis` |
| `MCP_CACHE_URL` | _(none)_ | Redis connection URL (`MCP_CACHE_BACKEND=redis`), e.g. `redis://host:6379` |
| `MCP_CACHE_HOST` | _(none)_ | Memcached host (`MCP_CACHE_BACKEND=memcached`) |
| `MCP_CACHE_PORT` | `11211` | Memcached port |
See [`docs/env/`](docs/env/) for per-environment configuration guides (local,
Docker, AWS, GCP, Kubernetes).
## Features
- **Secure proxy**: Pass-through of the Bearer Token provided by the client, without direct handling of sensitive credentials.
- **Extensible**: Easily add new tools/APIs by creating modules in [`/apis/`](src/openapi_mcp_sdk/apis/).
- **MCP-compatible**: Designed according to MCP protocol best practices.
- **Modular**: All API call logic and tool registration is centralized in [`mcp_core.py`](src/openapi_mcp_sdk/mcp_core.py).
## Quick Start — run from PyPI (recommended)
No cloning, no virtual environment. Start the server in one command:
```bash
uvx openapi-mcp-sdk server
```
The server starts immediately at `http://localhost:8080`.
### Other runtimes
```bash
# pipx (ephemeral run, no install needed — similar to uvx)
pipx run openapi-mcp-sdk server
# pip (installs the package, then run the command)
pip install openapi-mcp-sdk && openapi-mcp-sdk server
# pip3 on systems where python3 is the default
pip3 install openapi-mcp-sdk && openapi-mcp-sdk server
```
### CLI reference
```
openapi-mcp-sdk
Commands:
server Start the MCP server (HTTP/SSE, default port 8080)
ping Ping the openapi.com APIs and report latency [coming soon]
token Generate or inspect an openapi.com Bearer token [coming soon]
```
## Running with Docker
The project ships a single [`compose.yml`](compose.yml) with the `mcp` service.
```bash
# Build and start (production-like image)
docker compose up --build
# Run in background
docker compose up --build -d
# Follow logs
docker compose logs -f mcp
```
The server will be accessible at `http://localhost:8080`.
## Debug and Development
### Local development (without Docker)
The fastest iteration loop runs the server directly with `uvicorn`:
```bash
make start
```
This sets `PYTHONPATH=src` and starts `uvicorn` with auto-reload disabled. The
server listens on `http://0.0.0.0:8080`.
To test endpoints manually:
```bash
curl -H "Authorization: Bearer YOUR_TOKEN" http://localhost:8080
```
The server prints request headers and parameters to stdout — no extra
configuration needed.
### Remote debugging with VS Code and Docker (one click)
The repository is pre-configured for a **single-click** debug experience.
No manual steps, no editing compose files, no terminal commands.
#### How it works
| File | Role |
|---|---|
| [`docker/dev/Dockerfile`](docker/dev/Dockerfile) | Debug image — adds `debugpy`, exposes port 5678 |
| [`compose.yml`](compose.yml) | Compose config — dev image, debug ports, bind mount |
| [`.vscode/tasks.json`](.vscode/tasks.json) | VS Code tasks — starts/stops the container automatically |
| [`.vscode/launch.json`](.vscode/launch.json) | Launch config — ties everything together under F5 |
#### Workflow
1. **Set your breakpoints** anywhere in `src/`.
2. **Open Run and Debug** (`Ctrl+Shift+D` / `⌘+Shift+D`).
3. **Select `MCP: Debug (Docker)`** from the dropdown.
4. **Press F5.**
VS Code will:
- Build the debug image (`docker/dev/Dockerfile`) if needed.
- Start the container via `compose.yml` (debug image + bind mount).
- Wait automatically until `debugpy` is accepting connections on port 5678.
- Attach `debugpy` — your breakpoints are now live.
When you press **⇧F5** (Stop), VS Code detaches and tears down the container.
> **Keep the container alive after detaching?**
> Remove the `"postDebugTask"` line from `.vscode/launch.json`. You can then
> re-attach at any time by pressing F5 again without rebuilding.
#### Live code reload
`compose.yml` bind-mounts `./src` into `/app/src` inside the container.
Edits to files under `src/` are reflected **immediately** — no image rebuild
required. Just send a new request and the updated code runs.
#### Path mapping reference
| | Host | Container |
|---|---|---|
| Source code | `./src` | `/app/src` |
| MCP server | `localhost:8080` | `0.0.0.0:8080` |
| debugpy listener | `localhost:5678` | `0.0.0.0:5678` |
## Authentication
The server accepts the Bearer token in two ways:
### Option A — Authorization header (recommended)
Pass the token as a standard HTTP header:
```
Authorization: Bearer YOUR_TOKEN
```
### Option B — `?token=` query parameter
Some MCP clients or environments do not support custom HTTP headers. In that
case the token can be embedded directly in the server URL as a query parameter:
```
http://YOUR_SERVER_IP:8080/?token=YOUR_TOKEN
```
The server automatically promotes it to an `Authorization: Bearer` header
before the request reaches the MCP layer, so the behaviour is identical.
> **When to use `?token=`:** Claude Desktop (as of mid-2025), some browser-based
> MCP playgrounds, and any client whose configuration only accepts a plain URL
> without a headers field.
## MCP Client Configuration (VS Code)
1. **Generate a Bearer Token**
From the portal https://console.openapi.com/oauth, create a token with the required scopes.
2. **Create the `.vscode/mcp.json` file**
**With header (recommended):**
```json
{
"servers": {
"openapi.com": {
"type": "http",
"url": "http://YOUR_SERVER_IP:8080/",
"headers": {
"Authorization": "Bearer YOUR_TOKEN"
}
}
}
}
```
**With `?token=` query parameter** (for clients that do not support custom headers):
```json
{
"servers": {
"openapi.com": {
"type": "http",
"url": "http://YOUR_SERVER_IP:8080/?token=YOUR_TOKEN"
}
}
}
```
3. **Test the integration**
- Reload VS Code.
- Open the Copilot chat and type `@workspace`.
- Use the tools exposed by the MCP server.
## File storage
Some openapi.com APIs (e.g. **visure camerali** — Italian official company documents)
return large binary files (ZIP archives, PDFs) that cannot be embedded inline in the
MCP stream. The server downloads these files, stores them, and serves them via a
separate HTTP endpoint (`GET /status/{id}/files/{filename}`).
### Default: local filesystem
By default (`MCP_STORAGE_BACKEND=local`) files are written to `./openapi_storage`
relative to the directory from which the server is started:
```
./openapi_storage/
└── /
├── document.pdf
└── attachments.zip
```
Override the path with the `MCP_STORAGE_PATH` environment variable:
```bash
export MCP_STORAGE_PATH=/var/data/openapi_storage
uvx openapi-mcp-sdk server
```
> The directory is created automatically on first use. For the download links to
> work correctly, `MCP_BASE_URL` must point to the public address of the server
> (default: `http://localhost:8080`).
### Cloud storage backends
| `MCP_STORAGE_BACKEND` | Additional variables | Notes |
|---|---|---|
| `local` | `MCP_STORAGE_PATH` (default `./openapi_storage`) | Default — local disk or mounted volume |
| `gcs` | `MCP_STORAGE_BUCKET` | Google Cloud Storage |
| `s3` | `MCP_STORAGE_BUCKET`, `MCP_STORAGE_REGION` | AWS S3 or any S3-compatible service |
See [`docs/env/`](docs/env/) for full per-environment configuration guides.
## Deployment environments
| Environment | Guide |
|---|---|
| Local machine (default) | [`docs/env/local.md`](docs/env/local.md) |
| Docker / Docker Compose | [`docs/env/docker.md`](docs/env/docker.md) |
| Google Cloud Platform | [`docs/env/gcp.md`](docs/env/gcp.md) |
| Amazon Web Services | [`docs/env/aws.md`](docs/env/aws.md) |
| Kubernetes | [`docs/env/kubernetes.md`](docs/env/kubernetes.md) |
## Project Structure
- [`src/openapi_mcp_sdk/main.py`](src/openapi_mcp_sdk/main.py): FastAPI + MCP server entry point.
- [`src/openapi_mcp_sdk/mcp_core.py`](src/openapi_mcp_sdk/mcp_core.py): MCP initialization, API call helpers, error handling.
- [`src/openapi_mcp_sdk/apis/`](src/openapi_mcp_sdk/apis/): Python modules defining MCP tools (one per API/scope).
- [`requirements.txt`](requirements.txt): Python dependencies.
- [`compose.yml`](compose.yml): Docker Compose (production image by default; see comments to switch to debug).
- [`docker/latest/Dockerfile`](docker/latest/Dockerfile): Production Docker image.
- [`docker/dev/Dockerfile`](docker/dev/Dockerfile): Development image with `debugpy` for VS Code remote debugging.
- [`.vscode/launch.json`](.vscode/launch.json): VS Code debug configuration (attach to debugpy).
- [`docs/`](docs/): Documentation and example configurations.
## Adding New Tools/APIs
1. Create or modify a file in [`/apis/`](apis/), following this pattern:
```python
from fastmcp import Context
from typing import Any
from mcp_core import make_api_call, mcp
@mcp.tool
async def tool_name(parameters..., ctx: Context) -> Any:
# ...logic...
return make_api_call(ctx, "GET", url, params=params)
```
2. Restart the server to apply the changes.
## Security Notes
- **Never** hardcode credentials or tokens in the code.
- The server expects the Bearer Token to be provided by the client via HTTP headers.
- All API calls are proxied using the token provided by the client.
## Useful Resources
- [MCP Documentation](https://github.com/anthropics/model-context-protocol)
- [fastmcp](https://pypi.org/project/fastmcp/)
- [openapi.com](https://openapi.com/)
## Contributing
Contributions are always welcome! Whether you want to report bugs, suggest new features, improve documentation, or contribute code, your help is appreciated.
See [docs/contributing.md](docs/contributing.md) for detailed instructions on how to get started. Please make sure to follow this project's [docs/code-of-conduct.md](docs/code-of-conduct.md) to help maintain a welcoming and collaborative environment.
## Authors
Meet the project authors:
- Simone Desantis ([@SimoneDesantis](https://github.com/SimoneDesantis))
- Marco Prosperi ([@MarcoProsperi](https://github.com/MarcoProsperi))
- Francesco Bianco ([@francescobianco](https://github.com/frabcescobianco))
- Openapi Team ([@openapi-it](https://github.com/openapi-it))
## Partners
Meet our partners using Openapi or contributing to this SDK:
- [Blank](https://www.blank.app/)
- [Credit Safe](https://www.creditsafe.com/)
- [Deliveroo](https://deliveroo.it/)
- [Gruppo MOL](https://molgroupitaly.it/it/)
- [Jakala](https://www.jakala.com/)
- [Octotelematics](https://www.octotelematics.com/)
- [OTOQI](https://otoqi.com/)
- [PWC](https://www.pwc.com/)
- [QOMODO S.R.L.](https://www.qomodo.me/)
- [SOUNDREEF S.P.A.](https://www.soundreef.com/)
## License
This project is licensed under the [MIT License](LICENSE).
The MIT License is a permissive open-source license that allows you to freely use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the software, provided that the original copyright notice and this permission notice are included in all copies or substantial portions of the software.
In short, you are free to use this SDK in your personal, academic, or commercial projects, with minimal restrictions. The project is provided "as-is", without any warranty of any kind, either expressed or implied, including but not limited to the warranties of merchantability, fitness for a particular purpose, and non-infringement.
For more details, see the full license text at the [MIT License page](https://choosealicense.com/licenses/mit/).