F
licenseA
qualityD
maintenanceMCP server for GitLab that enables AI assistants to manage CI pipelines, job logs, repositories, branches, merge requests, and commits via the GitLab REST API.
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GitLab MCP
by CobolJunkie
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TDQS
B3.2/5.0
Scored across 147 tools
Disambiguation4/5
Most tools follow a clear resource+action pattern, and descriptions generally disambiguate close pairs like get_file/get_blob or create_commit/create_destructive_commit. However, the sheer volume of 147 tools increases the chance of selecting a similar-sounding tool, especially in file retrieval and commit creation areas.
Naming Consistency5/5
All tool names use a consistent snake_case verb_noun pattern (get_, list_, create_, update_, delete_, etc.). The naming convention is uniform across all 147 tools, making the API predictable and easy to navigate.
Tool Count2/5
147 tools is far beyond the typical well-scoped MCP server range and imposes heavy selection overhead on agents. While GitLab is a broad platform, this surface could be consolidated or split into focused sub-servers to remain manageable.
Completeness4/5
The tool set covers nearly all core GitLab workflows: projects, issues, merge requests, repositories, CI/CD, releases, environments, and webhooks. Some resources are read-only or lack full CRUD (e.g., labels, environments, deployments), and enterprise features like epics are absent, but the primary developer workflows have no dead ends.
Maintenance
ActivitySlowing
ResponsivenessNo issues