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GitLab MCP Server

Enables AI agents to interact with GitLab via a restricted set of 9 tools using OAuth 2.0 authentication, supporting merge requests, comments, pipelines, and labels.

GitLab
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○ Schema Quality ○ Protocol — Reliability ○ Docs & Maintenance ○ Security Hygiene — Schema Interpretability
A remote probe is needed for Protocol and Reliability scores.
Schema Quality
25% weight
Protocol Compliance
20% weight
Reliability
20% weight
Docs & Maintenance
15% weight
Security Hygiene
20% weight
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