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Scored across 195 tools
There are many overlapping tool surfaces: issues vs work items, multiple note/emoji/diff variants, and several near-duplicate search tools (search_code, search_project_code, search_group_code, search_code_blobs). With 195 tools, an agent will frequently struggle to choose between semantically similar options.
Most tools follow a gitlab_verb_noun pattern, but there are notable exceptions like health_check, whoami, my_issues, and get_milestone_issue which actually lists. The inconsistent use of get vs list (e.g., get_merge_request_diffs vs list_merge_request_diffs) further muddies the convention.
195 tools is an extreme mismatch for an MCP server. Even though GitLab has a broad API, this surface is overwhelming and will bloat agent context while increasing selection errors. The set could be consolidated significantly.
The domain coverage is very extensive: projects, merge requests, issues, work items, pipelines, CI/CD, releases, wiki, labels, milestones, webhooks, and more are all represented. Minor lifecycle gaps exist (e.g., project/group deletion and some admin operations), but the surface is nearly comprehensive.