gitlab-ci-mcp
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TDQS
Scored across 23 tools
Each tool targets a distinct resource and action, with clear descriptions preventing confusion even for similar operations like `gitlab_get_merge_request` vs `gitlab_get_merge_request_changes` or `gitlab_trigger_pipeline` vs `gitlab_retry_pipeline`.
All tool names follow a consistent `gitlab_verb_noun` pattern in snake_case, making them predictable and easy to understand across the entire set.
With 23 tools, the count is higher than typical but still justified by the breadth of GitLab CI/CD features covered (pipelines, MRs, schedules, repository operations). No tools feel redundant.
The tool set covers core CI/CD workflows well, including pipeline lifecycle, merge request management, schedules, and file operations. Minor gaps exist, such as lacking a dedicated branch creation tool or merge request update tool, but these are not critical.