{"id":"7b4fd7f6-e77d-435c-ace0-4e33daca76f4","shortId":"8gj8g8","kind":"mcp","title":"GitLab","tagline":"Integrates with GitLab for merge request management, automated code reviews, and CI/CD workflows","description":"Integrates with GitLab for merge request management, automated code reviews, and CI/CD workflows\n\nIntegrates with GitLab's API to enable merge request retrieval, comprehensive code reviews across MRs, branches, and commits, and file content access with branch management. Provides intelligent code review rules tailored to TypeScript, Python, Go, Rust, React, Node.js, and other project types across Security, Performance, Maintainability, Style, and Best Practices categories. Includes Lark (Feishu) notification integration for flexible review comment delivery.","tags":["gitlab"],"capabilities":["mcp","transport-stdio","open-source"],"categories":[],"synonyms":[],"warnings":[],"endpointUrl":"https://github.com/dubuqingfeng/gitlab-mcp-server","protocol":"mcp","transport":"stdio","auth":{"type":"mcp","details":{"transport":"stdio"}},"qualityScore":"0.568","qualityRationale":"deterministic score 0.57 from registry signals: · indexed on pulsemcp · has source repo · 9 github stars · registry-generated description present","verified":false,"liveness":"unknown","lastLivenessCheck":null,"agentReviews":{"count":0,"score_avg":null,"cost_usd_avg":null,"success_rate":null,"latency_p50_ms":null,"narrative_summary":null,"summary_updated_at":null},"enrichmentModel":"deterministic:mcp:v1","enrichmentVersion":1,"enrichedAt":"2026-04-22T00:23:46.927Z","embedding":null,"createdAt":"2026-04-21T19:27:47.860Z","updatedAt":"2026-04-22T00:23:46.927Z","lastSeenAt":"2026-04-22T00:23:46.927Z","tsv":"'access':49 'across':41,70 'api':32 'autom':9,22 'best':76 'branch':43,51 'categori':78 'ci/cd':13,26 'code':10,23,39,55 'comment':87 'commit':45 'comprehens':38 'content':48 'deliveri':88 'enabl':34 'feishu':81 'file':47 'flexibl':85 'gitlab':1,4,17,30 'go':62 'includ':79 'integr':2,15,28,83 'intellig':54 'lark':80 'maintain':73 'manag':8,21,52 'mcp' 'merg':6,19,35 'mrs':42 'node.js':65 'notif':82 'open-source' 'perform':72 'practic':77 'project':68 'provid':53 'python':61 'react':64 'request':7,20,36 'retriev':37 'review':11,24,40,56,86 'rule':57 'rust':63 'secur':71 'style':74 'tailor':58 'transport-stdio' 'type':69 'typescript':60 'workflow':14,27","prices":[{"id":"621640f5-5788-405a-b82d-a864cdef87c2","listingId":"7b4fd7f6-e77d-435c-ace0-4e33daca76f4","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"mcp-free","isPrimary":true,"details":{"transport":"stdio"},"createdAt":"2026-04-21T19:27:47.860Z"}],"sources":[{"listingId":"7b4fd7f6-e77d-435c-ace0-4e33daca76f4","source":"pulsemcp","sourceId":"https://www.pulsemcp.com/servers/dubuqingfeng-gitlab","sourceUrl":"https://api.pulsemcp.com/v0beta/servers","isPrimary":true,"firstSeenAt":"2026-04-21T19:27:47.860Z","lastSeenAt":"2026-04-22T00:23:46.927Z"}],"details":{"listingId":"7b4fd7f6-e77d-435c-ace0-4e33daca76f4","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"source":"pulsemcp","transport":"stdio","server_name":"GitLab","external_url":"https://github.com/dubuqingfeng/gitlab-mcp-server","github_stars":9,"registry_url":"https://www.pulsemcp.com/servers/dubuqingfeng-gitlab","source_code_url":"https://github.com/dubuqingfeng/gitlab-mcp-server"},"updatedAt":"2026-04-22T00:23:46.927Z"}}