mcp-gitlab-crunchtools
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TDQS
Scored across 63 tools
Most tools map to a distinct resource/action pair and the list/get/create/update/delete prefixes make intent clear. The main confusable pair is MR notes vs. MR discussions, since both are comments and only differ by threading; otherwise tools are well-separated.
The dominant verb_noun_tool pattern is consistent across the set, which helps predictability. However, 'mr' is used in some tools while 'merge_request' is used in others, and a few tools omit the project/repository scope that similar tools include.
63 tools is far beyond the recommended MCP surface and falls into the extreme count range. While GitLab is broad, this endpoint-per-resource approach creates a heavy agent selection burden and includes many micro-tools that could be consolidated.
Project, issue, MR, CI/CD, and label workflows are largely covered, but there are clear lifecycle dead-ends: no MR merge/accept, no file delete, no update/delete for releases, wiki pages, or snippets, no milestone deletion, and groups are read-only. These gaps will cause agent failures in realistic GitLab workflows.