Side-by-side comparison of two Model Context Protocol servers — install paths, tools, quality signals, and directory engagement so you can pick the right one for Claude, Cursor, and other MCP clients.
GitLab CI/CD — pipelines, jobs, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted); published on PyPI and in the MCP Registry.
Semantic git queries beyond git log: who-touched (blame grouped by author with primary owner), introducing-PR, co-change suggestions, branch hygiene (ahead/behind/stale), recent-work standup, and full commit context. Local git plus optional GitHub API for PR and issue linkage.