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Scored across 63 tools
There is significant overlap between search_gitlab, search_issues, search_merge_requests, search_notes, and the various get_*/list_* tools. For example, get_issues and search_issues both list/filter issues, and get_project vs get_projects vs get_group_projects can be confusing. The presence of generic escape hatches (execute_rest_read/write, execute_custom_query) further blurs boundaries, making tool selection error-prone.
Most tools use consistent verb_noun patterns (e.g., get_project, create_issue, delete_note, search_users), but there are deviations: 'manage_pipeline' uses a vague verb, 'analytics_user_summary' starts with a noun, and 'get_type_fields' and 'get_available_queries' are meta-tools that don't follow the resource-action model. Mixing of get_/list_/search_ prefixes is acceptable but not perfectly uniform.
With 63 tools, the server is heavily overloaded. Many tools are redundant or overly granular (e.g., separate context-bundling tools, multiple analytics tools, separate list_broadcast_messages vs get_broadcast_message). A typical GitLab MCP would consolidate to 20-30 tools; the current count strains agent decision-making and prompt context.
The surface covers core GitLab workflows well: project/issue/MR CRUD, notes, pipelines, todos, users, groups, repository browsing, searches, and analytics. Minor gaps include lack of direct tools for repository commits/branches (only file browsing), and some admin/ops endpoints are only accessible via execute_rest_write. Overall, the set is nearly complete but slightly fragmented.