gitlab-mcp
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TDQS
Scored across 37 tools
Each tool targets a distinct resource and action: groups, projects, issues, merge requests, commits, and authentication. There is no overlap; even within merge requests, tools differentiate between notes, discussions, diffs, and approvals.
All tools follow a consistent verb_noun pattern (e.g., list_groups, get_project, create_issue_note). The authentication tools use a separate prefix (gitlab_auth_) but remain internally consistent.
37 tools is above the typical range but justified by the breadth of GitLab's API coverage. The count is not excessive; each tool serves a clear purpose without redundancy.
The tool surface covers full CRUD for groups, projects, issues, and merge requests, including notes, discussions, diffs, and approvals. Commit operations and authentication are also included, leaving no obvious gaps for common workflows.