MCP server for Plane: create, update, audit, and export work items from Codex and AI coding clients.
View on GitHub ↗Plane Workflow MCP is an open-source Model Context Protocol (MCP) server for Plane project management. It lets Codex and other AI coding clients create, update, audit, and export Plane work items through configurable workflows, read-only reporting, and guarded write operations. The repository also contains an optional Mattermost direct-message bot that uses the same workflow rules.
- Python 3.11 or newer - uv - Access to a Plane instance, workspace, and API key - One of Codex, OpenCode, or Zed when using the guided client setup
Until a package release is published, install from a clone of this repository.
Run guided setup for a supported client:
The setup command asks for the Plane base URL, workspace slug, and API key. It stores the API key in your operating-system keyring and writes only non-secret settings to the local configuration directory. It adds the MCP command to the selected client after showing the pending change.
To configure OpenCode or Zed instead, pass --client opencode or --client zed. You can preview a setup without writing anything:
For CI or an ephemeral environment, provide credentials through environment variables instead of local setup:
PLANEWORKFLOWHOME changes the local settings directory. Advanced workflow profiles can be stored outside the repository with PLANEWORKFLOWCONFIG. Never commit API keys, private profile files, or generated reports.
The repository includes a Codex plugin marketplace entry:
From the project README.
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