penpot/mcp/README.md
Dr. Dominik Jain 8efbd9b5d3
🎉 Allow MCP to work with multiple files in parallel (#11927)
* 🎉 Add multi-file session routing to the MCP server

Session routing:
- Track each user's Penpot connections by session ID.
- Dispatch explicit sessions directly; otherwise discover the sole session.
- Return a retryable error when discovery fails or is incomplete.

Plugin and tools:
- Initialize connections with a fresh session ID and file metadata.
- Share the optional sessionId schema and place it last in tool inputs.

Validation:
- 84 tests, server type checking, and MCP formatting checks pass.
- Disable test logging to avoid the logging worker shutdown hang.

AI-assisted-by: gpt-6

* 🎉 Support independent MCP connections

- Require explicit connection intent for each integrated workspace.
- Derive short session IDs from the Penpot app instance and file.
- Show and copy session IDs in the MCP menu and standalone plugin UI.
- Stop stale callbacks and reconnect attempts after disconnect.

Validate with frontend and plugin tests, type checking, live multi-tab
checks, and standalone UI checks with a simulated connection. Server
tests pass with --test-force-exit; the normal runner can hang on shutdown.

AI-assisted-by: gpt-6

* 📚 Document multi-file MCP sessions

- Explain independent connections, session selection, and copying IDs.
- Describe session ID lifetimes for integrated and standalone plugins.
- Correct browser focus, connection, and recovery guidance.

Validate with the documentation site build and diff checks.

AI-assisted-by: gpt-6

* ✨ Change behavior on session ID duplication

* ✨ Open MCP toolbar menu on hover and match menu style

---------

Co-authored-by: alonso.torres <alonso.torres@kaleidos.net>
Co-authored-by: elhombretecla <delacruzgarciajuan@gmail.com>
2026-10-02 14:22:52 +02:00

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![mcp-server-cover-github-1](https://github.com/user-attachments/assets/dcd14e63-fecd-424f-9a50-c1b1eafe2a4f)
# Penpot's Official MCP Server
Penpot integrates a LLM layer built on the Model Context Protocol
(MCP) via Penpot's Plugin API to interact with a Penpot design
file. Penpot's MCP server enables LLMs to perform data queries,
transformation and creation operations.
Penpot's MCP Server is unlike any other you've seen. You get
design-to- design, code-to-design and design-code supercharged
workflows.
[![Penpot MCP video playlist](https://github.com/user-attachments/assets/204f1d99-ce51-41dd-a5dd-1ef739f8f089)](https://www.youtube.com/playlist?list=PLgcCPfOv5v57SKMuw1NmS0-lkAXevpn10)
## Architecture
The **Penpot MCP Server** exposes tools to AI clients (LLMs), which
support the retrieval of design data as well as the modification and
creation of design elements. The MCP server communicates with Penpot
via the dedicated **Penpot MCP Plugin**,
which connects to the MCP server via WebSocket.
This enables the LLM to carry out tasks in the context of a design file by
executing code that leverages the Penpot Plugin API.
The LLM is free to write and execute arbitrary code snippets
within the Penpot Plugin environment to accomplish its tasks.
![Architecture](resources/architecture.png)
This repository thus contains not only the MCP server implementation itself
but also the supporting Penpot MCP Plugin
(see section [Repository Structure](#repository-structure) below).
## Demonstration
[![Video](https://v32155.1blu.de/penpot/PenpotFest2025_thumbnail.png)](https://v32155.1blu.de/penpot/PenpotFest2025.mp4)
## Usage
> [!IMPORTANT]
> **These instructions are for local MCP server usage only!**
>
> The instructions below are for users who want to run the server locally,
> allowing the server to have access to local files, which can be
> relevant for development/coding tasks.
>
> If you need to work only on designs, the centrally hosted **remote MCP server**
> should be considered instead.
> Please refer to the [MCP usage instructions in the help center](https://help.penpot.app/mcp/).
To run the Penpot MCP server locally, you must
* run the MCP server and connect your AI client to it,
* run the web server providing the Penpot MCP plugin, and
* open the Penpot MCP plugin in Penpot and connect it to the MCP server.
Follow the steps below to enable the integration.
### Prerequisites
The project requires [Node.js](https://nodejs.org/) 20 or later (tested with v22.x).
### 1. Starting the MCP Server and the Plugin Server
#### Running a Released Version via npx
The easiest way to launch the servers is to use `npx` to run the appropriate
version that matches your Penpot version.
If you are using the latest Penpot release, e.g. as served on [design.penpot.app](https://design.penpot.app), run:
```shell
npx -y @penpot/mcp@latest
```
Once the servers are running, continue with step 2.
#### Running the Source Version from the Repository
The tools `pnpm` and `npx` should be available in your terminal.
On Windows, use the Git Bash terminal to ensure compatibility with the provided scripts.
##### Clone the Appropriate Branch of the Repository
Clone the Penpot repository, using the proper branch/tag depending on the
version of Penpot you want to use the MCP server with.
For instance, to target the latest development version, use the `develop` branch:
```shell
git clone https://github.com/penpot/penpot.git --branch develop --depth 1
```
Then change into the `mcp` directory:
```shell
cd penpot/mcp
```
##### Build & Launch the MCP Server and the Plugin Server
If it's your first execution, install the required dependencies.
(If you are using the Penpot devenv, this step is not necessary, as dependencies are already installed.)
```shell
./scripts/setup
```
Then build all components and start the two servers:
```shell
pnpm run bootstrap
```
This bootstrap command will:
* install dependencies for all components
* build all components
* start all components
### 2. Load the Plugin in Penpot and Establish the Connection
> [!NOTE]
> **Browser Connectivity Restrictions**
>
> Starting with Chromium version 142, the private network access (PNA) restrictions have been hardened,
> and when connecting to `localhost` from a web application served from a different origin
> (such as https://design.penpot.app), the connection must explicitly be allowed.
>
> Most Chromium-based browsers (e.g. Chrome, Vivaldi) will display a popup requesting permission
> to access the local network. Be sure to approve the request to allow the connection.
>
> Some browsers take additional security measures, and you may need to disable them.
> For example, in Brave, disable the "Shield" for the Penpot website to allow local network access.
>
> If your browser refuses to connect to the locally served plugin, check its configuration or
> try a different browser (e.g. Firefox) that does not enforce these restrictions.
1. Open Penpot in your browser
2. Navigate to a design file
3. Open the Plugins menu
4. Load the plugin using the development URL (`http://localhost:4400/manifest.json` by default)
5. Open the plugin UI
6. In the plugin UI, click "Connect to MCP server".
The connection status should change from "Not connected" to "Connected".
(Check the browser's developer console for WebSocket connection logs.
Check the MCP server terminal for WebSocket connection messages.)
> [!IMPORTANT]
> Do not close the plugin's UI while using the MCP server, as this will close the connection.
> Also keep the Penpot tab active during long MCP sessions. Browsers may freeze, suspend,
> or unload inactive tabs to save resources; when that happens, the MCP server will reject
> tasks until the tab wakes up or reconnects. In Chrome, add your Penpot site to
> **Settings → Performance → Always keep these sites active** or pin the tab to reduce
> tab deactivation.
### 3. Connect an MCP Client
> [!IMPORTANT]
> **Use an appropriate model.**
>
> We recommend that you ...
> * use the most capable model at your disposal.
> You will achieve the best results with frontier models,
> especially when dealing with more complex tasks.
> Weaker models, including most locally hosted ones,
> are unlikely to produce usable results for anything beyond simple tasks.
> * use a vision language model (VLM), as many design tasks necessitate visual
> inspection.
> (If you are using a standard commercial model, it almost certainly supports vision already.)
By default, the server provides a Streamable HTTP endpoint at `http://localhost:4401/mcp`.
Simply configure the client to connect the MCP server by providing the respective URL.
The legacy `/sse` and `/messages` endpoints are no longer supported.
Clients using the legacy SSE transport must switch to Streamable HTTP at `/mcp`.
You can change the port by setting the `PENPOT_MCP_SERVER_PORT` environment variable
before starting the server. This endpoint can be used directly by MCP clients that support Streamable HTTP.
#### Automatically configuring your client
You can configure your client with the [add-mcp](https://github.com/neon-solutions/add-mcp) helper.
Simply call
npx -y add-mcp -g -n penpot http://localhost:4401/mcp
and follow the interactive dialogue to configure the clients of your choice.
The config entry name is `penpot` (override it with `-n <name>`) and the URL points to the local http
endpoint (adjust the port if you changed `PENPOT_MCP_SERVER_PORT`).
When using a client that only supports stdio transport like **Claude Desktop**,
a proxy like [mcp-remote](https://github.com/geelen/mcp-remote) is required.
More information on connecting your client follows below.
#### Using a Proxy for stdio Transport
The `mcp-remote` package can proxy stdio transport to Streamable HTTP,
allowing clients that support only stdio to connect to the MCP server indirectly.
Use it to provide the launch command for your MCP client as follows:
npx -y mcp-remote http://localhost:4401/mcp --allow-http
#### Example: Claude Desktop
For Windows and macOS, there is the official [Claude Desktop app](https://claude.ai/download), which you can use as an MCP client.
For Linux, there is an [unofficial community version](https://github.com/aaddrick/claude-desktop-debian).
Since Claude Desktop natively supports only stdio transport, you will need to use a proxy like `mcp-remote`.
Install it as described above.
To add the server to Claude Desktop's configuration, locate the configuration file (or find it via Menu / File / Settings / Developer):
- **Windows**: `%APPDATA%/Claude/claude_desktop_config.json`
- **macOS**: `~/Library/Application Support/Claude/claude_desktop_config.json`
- **Linux**: `~/.config/Claude/claude_desktop_config.json`
Add a `penpot` entry under `mcpServers` with the following content:
```json
{
"mcpServers": {
"penpot": {
"command": "npx",
"args": ["-y", "mcp-remote", "http://localhost:4401/mcp", "--allow-http"]
}
}
}
```
After updating the configuration file, restart Claude Desktop completely for the changes to take effect.
> [!IMPORTANT]
> Be sure to fully quit the app for the changes to take effect; closing the window is *not* sufficient.
> To fully terminate the app, choose Menu / File / Quit.
After the restart, you should see the MCP server listed when clicking on the "Search and tools" icon at the bottom
of the prompt input area.
### Working with Multiple Files
Connect the files you want to use:
* Open each file in a separate Penpot tab, run the plugin, and connect it to the same MCP server.
* Each connection has its own short session ID, shown in the plugin UI with a **Copy** button.
* Multiple tabs can connect to the same file. Connecting or disconnecting one tab does not disconnect the others.
Choose a session for your agent:
* With exactly one connected session, the server selects it automatically when the agent omits the session ID.
* With several connected sessions, the server lists them and asks the agent to have you select one.
* You can also copy an ID from the plugin and include it in your prompt, for example:
"Use Penpot session `o37vgcqsvt` and list the pages in that file."
For integrated remote MCP connection controls and session behavior, see the
[Help Center guide](../docs/mcp/index.md#working-with-multiple-files).
## Repository Structure
This repository is a monorepo containing four main components:
1. **Common Types** (`packages/common/`):
- Shared TypeScript definitions for request/response protocol
- Ensures type safety across server and plugin components
2. **Penpot MCP Server** (`packages/server/`):
- Provides MCP tools to LLMs for Penpot interaction
- Runs a WebSocket server accepting connections from the Penpot MCP plugin
- Implements request/response correlation with unique task IDs
- Handles task timeouts and proper error reporting
3. **Penpot MCP Plugin** (`packages/plugin/`):
- Connects to the MCP server via WebSocket
- Executes tasks in Penpot using the Plugin API
- Sends structured responses back to the server#
4. **Types Generator** (`types-generator/`):
- Generates data on API types for the MCP server (development use)
The core components are written in TypeScript, rendering interactions with the
Penpot Plugin API both natural and type-safe.
## Configuration
The Penpot MCP server can be configured using environment variables.
### Server Configuration
| Environment Variable | Description | Default |
|--------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------|
| `PENPOT_MCP_SERVER_HOST` | Address on which the MCP server listens (binds to) | `localhost` |
| `PENPOT_MCP_SERVER_PORT` | Port for the MCP server | `4401` |
| `PENPOT_MCP_WEBSOCKET_PORT` | Port for the WebSocket server (plugin connection) | `4402` |
| `PENPOT_MCP_REPL_PORT` | Port for the REPL server (development/debugging) | `4403` |
| `PENPOT_MCP_REPL_HOST` | Address on which the REPL server listens (binds to) | `localhost` |
| `PENPOT_MCP_REPL_ENABLE` | Explicitly enable/disable the REPL server. Set to `true` to enable. When unset, defaults to the value of `PENPOT_MCP_DEVENV`. The REPL server never starts in multi-user mode. | (unset) |
| `PENPOT_MCP_REMOTE_MODE` | Enable remote mode (disables file system access). Set to `true` to enable. | `false` |
| `PENPOT_MCP_DEVENV` | Enable Penpot development environment tools in local single-user mode. Set to `true` to enable. | `false` |
| `PENPOT_MCP_TOOL_TIMEOUT_S` | Timeout, in seconds, for tool calls dispatched to the Penpot plugin | `120` |
| `PENPOT_MCP_EXPORT_SHAPE_MAX_PARALLEL_REQUESTS` | Maximum number of parallel export shape requests (multi-user mode only). | `0` (no limit) |
| `PENPOT_MCP_REDIS_URI` | Redis connection URI (e.g. `redis://host:6379`) enabling multi-instance horizontal scaling via Redis pub/sub task routing (multi-user mode only). When unset, the server runs in single-instance mode, requiring the plugin and MCP client to connect to the same instance. | (unset) |
### Logging Configuration
| Environment Variable | Description | Default |
|------------------------|------------------------------------------------------|----------|
| `PENPOT_MCP_LOG_LEVEL` | Log level: `trace`, `debug`, `info`, `warn`, `error` | `info` |
| `PENPOT_MCP_LOG_DIR` | Directory for log files; file logging is enabled iff this is set to a non-empty value | (unset) |
### Plugin Server Configuration
| Environment Variable | Description | Default |
|-------------------------------------------|-----------------------------------------------------------------------------------------|--------------|
| `PENPOT_MCP_PLUGIN_SERVER_HOST` | Address on which the plugin web server listens (single address or comma-separated list) | (local only) |
## The Server's Modes of Operation
The above instructions describe how to run the MCP server and plugin server locally,
for a single user – its simplest mode of operation.
The server supports additional modes of operation, which are intended for
non-local usage (and which are relevant to hosted deployments only).
Some of the aforementioned configuration options control these modes.
* **remote mode**:
In remote mode, the server is not assumed to be accessed by a local user on the same machine,
with corresponding limitations being enforced (tools offering local file system access are restricted/disabled).
* **multi-user mode**:
In multi-user mode, the server can be accessed by multiple users simultaneously.
This mode always implies *remote mode*.
User tokens are passed to the server both when connecting an MCP client and when establishing
plugin connections, associating each connection with the respective user and allowing tasks to be routed to the correct Penpot instance.
This mode is intended for hosted deployments using the integrated version of the Penpot MCP plugin,
which automatically sends the user token to the server when establishing WebSocket connections.
It is enabled by running the server with the `--multi-user` flag.
* **multi-instance mode**:
In multi-instance mode, multiple instances of the MCP server can be run in parallel (load balancing).
This can result in connections from the same user being owned by different server instances,
making it necessary to dispatch tasks to the correct instance. This is handled through Redis,
and the mode is thus enabled by setting the environment variable providing the Redis connection URI.
## Development
* The [contribution guidelines for Penpot](../CONTRIBUTING.md) apply
* Auto-formatting: Use `pnpm run fmt`
* Generating API type data: See [types-generator/README.md](types-generator/README.md)
* Versioning: Use `bash scripts/set-version` to set the version for the MCP package (in `package.json`).
- Ensure that at least the major, minor and patch components of the version are always up-to-date.
- The MCP plugin assumes that a mismatch between the MCP version and the Penpot version (as returned by the API)
indicates incompatibility, resulting in the display of a warning message in the plugin UI.
* Packaging and publishing:
1. Ensure that the API type data is up-to-date (see above).
2. Ensure release version is set correctly in package.json (call `bash scripts/set-version` to update it automatically)
3. Create npm package: `bash scripts/pack` (creates `penpot-mcp-<version>.tgz` for publishing)
4. Publish to npm: `npm publish penpot-mcp-<version>.tgz --access public`