plane-project-mcp

An MCP server for Plane — the open-source project management tool. Point it at your own Plane workspace (cloud or self-hosted) and let any MCP-compatible client (Claude Desktop, Cursor, etc.) list, create, and update your projects, issues, cycles, modules, labels, states, comments, pages, views, and more.

No fleet, no broker, no proxy — you run it, you hold your own Plane API token, it talks straight to the Plane REST API.

Install

Pick one:

# Run without installing (recommended for MCP client use)
uvx plane-project-mcp

# or
pipx run plane-project-mcp

# or install into your environment
pip install plane-project-mcp

Configuration

Self-hosted Plane users MUST set PLANE_API_URL to their instance (e.g. https://plane.yourcompany.com). It defaults to https://api.plane.so (Plane Cloud), so if you don't set it, the server talks to Plane Cloud rather than your own deployment.

Everything is configured via environment variables — there is no config file.

If PLANE_API_KEY is missing, the server fails immediately with a clear error instead of starting half-configured.

Getting a Plane API token

In Plane, go to Workspace Settings -> API Tokens -> Add API token, give it a name, and copy the value. Treat it like a password — anyone holding it can act as your workspace via this server's tools.

Using it with an MCP client

plane-project-mcp speaks stdio by default, which is the transport MCP clients launch as a subprocess.

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "plane": {
      "command": "uvx",
      "args": ["plane-project-mcp"],
      "env": {
        "PLANE_API_KEY": "your-plane-api-token",
        "PLANE_WORKSPACE_SLUG": "your-workspace-slug"
      }
    }
  }
}

Cursor

Add to .cursor/mcp.json (project) or ~/.cursor/mcp.json (global):

{
  "mcpServers": {
    "plane": {
      "command": "uvx",
      "args": ["plane-project-mcp"],
      "env": {
        "PLANE_API_KEY": "your-plane-api-token",
        "PLANE_WORKSPACE_SLUG": "your-workspace-slug"
      }
    }
  }
}

Generic .mcp.json

Most MCP-capable clients accept the same stdio shape:

{
  "mcpServers": {
    "plane": {
      "command": "python",
      "args": ["-m", "plane_mcp.server"],
      "env": {
        "PLANE_API_KEY": "your-plane-api-token",
        "PLANE_API_URL": "https://api.plane.so",
        "PLANE_WORKSPACE_SLUG": "your-workspace-slug"
      }
    }
  }
}

Swap command/args for pip install plane-project-mcp + ["-m", "plane_mcp.server"], or uvx/pipx run + ["plane-project-mcp"] — whichever fits how you installed it.

Self-hosting as an HTTP/SSE service

If you'd rather run plane-project-mcp as a long-lived service (e.g. behind a reverse proxy) instead of launching it per-client, use --http:

pip install 'plane-project-mcp[http]'
PLANE_API_KEY=... plane-project-mcp --http --host 0.0.0.0 --port 8000

This serves an SSE endpoint at /sse (and /messages/ for posting client messages), which any MCP client with SSE transport support can connect to.

Docker

docker build -t plane-mcp .
docker run --rm -e PLANE_API_KEY=your-plane-api-token -p 8000:8000 plane-mcp

Or with Compose:

cp .env.example .env   # fill in PLANE_API_KEY
docker compose up

The bundled docker-compose.yml runs plane-project-mcp --http on port 8000.

Available tools

plane-project-mcp covers the Plane REST API surface: workspaces, projects, project members, issues (create/read/update/delete, comments, attachments, links, relations, sub-issues, activity), labels, states, cycles (+ cycle-issue membership, transfers), modules (+ module-issue membership), pages, project views, workspace views, intake/inbox issues, estimates, and webhooks.

By default every tool is enabled. To restrict a deployment to a subset (e.g. read-only, or issues-only), set PLANE_MCP_ENABLED_TOOLS to a comma-separated list of tool names, for example:

export PLANE_MCP_ENABLED_TOOLS=list_projects,list_issues,get_issue,create_issue,update_issue

Destructive operations (delete_*, remove_*) always require an explicit confirm: true argument alongside the exact target ID — there is no "delete everything" shortcut.

Development

git clone https://github.com/plane-mcp/plane-mcp
cd plane-mcp
python3 -m venv .venv && source .venv/bin/activate
pip install -e ".[dev,http]"
python -m pytest

Smoke-test the server locally (uses a dummy token, makes no network calls):

PLANE_API_KEY=dummy python -m plane_mcp.server --help

License

MIT — see LICENSE.