Community MCP server: backfill Plane from git history, plus a plan → start → complete lifecycle for coding agents

[amirhosseinkz]

Hi Plane team and community 👋

I built an open-source (MIT) MCP server for Plane, and it works with self-hosted instances. It's a community project, not an official one.

What it adds on top of the API

• Backfill from git: reads git log, proposes work items grouped by module/scope, and dates them on your business days. After you approve, it creates, starts, and completes them, with a comment citing the commits.
• Planning rules: advisory/strict profiles (assignee, labels, estimate mapping, business-day dates), dry-run previews, idempotent creates, and 429 backoff.
• Briefings: overdue, stale, unassigned, unestimated, and unscheduled work.

Works with Claude Code, Codex, Cursor, Claude Desktop, OpenCode, and Zed:

uv tool install plane-workflow-mcp
plane-workflow setup --client claude-code

Repo and demo GIF: https://github.com/amirhosseinkz/plane-workflow-mcp

Feedback is welcome, especially from people running Plane self-hosted. If it's useful, I'd be glad to have it listed on a community integrations page.