{"id":"luiscusihuaman-gitlab-mcp-server","name":"gitlab-mcp-server","af_score":53.8,"security_score":63.2,"reliability_score":20.0,"what_it_does":"Provides an MCP (Model Context Protocol) server that exposes GitLab functionality to AI tools/clients (e.g., VS Code agent mode, Claude Desktop) for automating and interacting with GitLab projects, issues, merge requests, search, users, and (planned) security scan results via a toolset mechanism.","best_when":"When you want an MCP-native interface to GitLab for interactive agent workflows and you can provide an appropriately-scoped GitLab token and enable only the necessary toolsets.","avoid_when":"Avoid when you cannot securely manage a long-lived GitLab token or when you need guaranteed documented behaviors for pagination, rate limiting, and error semantics.","last_evaluated":"2026-04-04T19:52:27.318838+00:00","has_mcp":true,"has_api":false,"auth_methods":["GitLab Personal Access Token (PAT)","GitLab Project Access Token","GitLab Group Access Token"],"has_free_tier":false,"known_gotchas":["README suggests enabling toolsets via allow-lists; if enabled broadly (e.g., all), agents may access more GitLab capabilities than intended.","Dynamic tool discovery is described as potentially implemented later; if you rely on it, verify in the actual release/version.","Docker image path in the README is a placeholder (\"your-docker-registry/...:latest\"); you may need to confirm the published artifact or build from source.","Long-lived token usage: ensure the provided token has minimal scopes and is handled securely in the client environment."],"error_quality":0.0}