gitlab-mcp-server
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TDQS
Scored across 86 tools
Most tools follow a clear resource+action pattern, but some pairs could cause confusion: list_issue_notes vs list_issue_discussions, and list_merge_request_notes vs list_merge_request_discussions are distinct (flat vs threaded) but descriptions don't emphasize the difference. Also create_or_update_file and push_files both handle file writing, though the scope (single vs multiple) is discernible.
Tool names consistently follow a verb_noun pattern throughout (create_, list_, get_, update_, delete_, etc.). Even complex operations like protect_branch, cancel_auto_merge, and rebase_merge_request follow the same predictable convention. No mixing of styles or vague verbs.
86 tools is far beyond the 25-tool threshold the rubric flags as too many. While GitLab is a large platform think the surface could be consolidated (e.g., wiki/group/project variants could be parameterized). The count is overwhelming for an agent to navigate efficiently.
The surface is extremely comprehensive, covering projects, merge requests, issues, pipelines, wikis, groups, labels, milestones, releases, and more. Minor gaps exist: no delete issue, no delete merge request, no add/remove group members (only list), and no label deletion. Core workflows are covered, so agents can mostly work around those gaps.