{"id":"acuvity-mcp-server-gitlab","name":"mcp-server-gitlab","homepage":"https://hub.docker.com/r/acuvity/mcp-server-gitlab","repo_url":"https://hub.docker.com/r/acuvity/mcp-server-gitlab","category":"devtools","subcategories":[],"tags":["mcp","gitlab","developer-tools","automation","version-control","ai-agents"],"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.)","use_cases":["Create and manage GitLab issues/merge requests from an AI agent","Query GitLab projects, pipelines, jobs, and commit/merge request metadata","Automate repository workflows (triage, status updates, review assistance)"],"not_for":["Handling bulk data exports where API pagination and rate limits must be precisely controlled (not evidenced here)","Applications requiring a first-party REST/SDK interface (this is MCP-oriented)","Environments that require explicit enterprise compliance guarantees not documented here"],"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.","alternatives":["Direct GitLab API integration (REST) using a generated OpenAPI client (if available)","GitLab official API client libraries (community/official) with your own agent tool wrapper","Other Git provider MCP servers (e.g., for GitHub) if tool coverage and auth model meet your needs"],"af_score":39.2,"security_score":44.8,"reliability_score":26.2,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:57:22.249210+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["GitLab personal access token (PAT) or equivalent GitLab auth method (not explicitly confirmed in prompt)"],"oauth":false,"scopes":false,"notes":"Auth mechanisms and scope granularity are not provided in the prompt. GitLab MCP servers commonly use PATs; however, this cannot be verified here."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing information not provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":39.2,"security_score":44.8,"reliability_score":26.2,"mcp_server_quality":45.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":60.0,"rate_limit_clarity":20.0,"tls_enforcement":60.0,"auth_strength":55.0,"scope_granularity":25.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"No repository/README details were provided in the prompt, so TLS requirements, auth scope usage, dependency posture, and secret-handling practices cannot be confirmed. For GitLab integrations, ensure PATs are stored securely (env/secret manager), avoid logging tokens, and scope tokens minimally.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":40.0,"error_recovery":25.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"unknown","retry_guidance_documented":false,"known_agent_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)."]}}