{"id":"acuvity-mcp-server-gitlab","name":"mcp-server-gitlab","af_score":39.2,"security_score":44.8,"reliability_score":26.2,"what_it_does":"MCP server for interacting with GitLab resources/actions via the Model Context Protocol. (Specific tool names, endpoints, and behaviors are not provided in the prompt, so details cannot be confirmed.)","best_when":"You want an agent to perform GitLab operations through MCP tool calls instead of writing direct GitLab API integrations.","avoid_when":"You need strong, documented guarantees about auth scopes, pagination, retry/idempotency, or error schemas; the provided information does not include those details.","last_evaluated":"2026-04-04T19:57:22.249210+00:00","has_mcp":true,"has_api":false,"auth_methods":["GitLab personal access token (PAT) or equivalent GitLab auth method (not explicitly confirmed in prompt)"],"has_free_tier":false,"known_gotchas":["GitLab rate limits may throttle tool calls; without explicit retry guidance and backoff, agents may fail under load.","Write operations (create issue/MR, comment, update statuses) may not be idempotent; agents should avoid repeated calls without checks.","Tool coverage/pagination/filters for large repos may be incomplete or require explicit parameters (not evidenced here)."],"error_quality":0.0}