CERN GitLab MCP Server
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TDQS
Scored across 15 tools
Each tool targets a distinct resource or action: projects, files, code, issues, wiki, releases, branches, tags, and connectivity. Even the multiple search tools are clearly separated by search surface (projects, global code, LHCb stack, issues). The only mild overlap is between get_file_content and get_project_readme, but the README tool's auto-detection makes it a clearly specialized convenience function.
Tool names consistently follow a verb_noun snake_case pattern: get_, list_, search_, test_connectivity, and inspect_project. Verbs are predictable by action type, and no naming convention mixing or irregular casing is present.
At 15 tools, the set sits at the upper boundary of the ideal range, but each tool still earns a place given the breadth of read-only GitLab exploration. It is slightly heavy, especially with niche additions like search_lhcb_stack, but not bloated or redundant.
The tool surface covers project discovery, file browsing, code search, issues, wiki, releases, branches, tags, and project inspection, which forms a strong read-oriented workflow. Missing merge requests, commit history, and diff access are notable gaps for full GitLab coverage, but they are outside the apparent exploration-focused scope.