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.
20
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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
ActivityInactive
ResponsivenessNo recent community issues