GitLab MCP servers

Top 100 by trust score Trust score 0–100

• git-a2a

  Git module dependencies and owning-agent routing for coding agents

  mcpb · npm · oci 96

• io.github.devlint/gitwand

  Auto-resolves Git merge conflicts so agents only touch the complex hunks.

  npm 94

• io.github.goklab/guardvibe

  Deterministic security layer your AI can't be. 462 rules, 39 tools, CLI + doctor + host audit.

  npm 94

• io.github.srbsa/diffgate

  Deterministic guardrail your coding agent runs on itself: diff-scoped findings, zero LLM tokens.

  npm 94

• io.github.Dave-London/pare-git

  Pare Git ג€” Structured git operations (status, log, diff, branch, commit, push) as typed JSON.

  npm 92

• io.github.aryamthecodebreaker/fixmap

  Deterministic local-first context and impact maps for coding agents from tasks, issues, and diffs.

  npm 91

• Hex Line

  Hash-verified file editing MCP server with token efficiency hook for AI coding agents.

  npm 91

• GitPin

  Prove and verify multi-repo claims at Git HEAD: path, line, full SHA, no index.

  npm 91

• Contentrain

  Git-native content governance for AI agents — 27 deterministic MCP tools over stdio and HTTP.

  remote · npm 90

• MCP Health Monitor

  Monitor MCP, CI, and HTTP targets with health history, TLS expiry, assertions, and diagnostics

  npm 90

• io.github.ozanmutlu/gitlab-docs

  Search and browse 2,900+ official GitLab documentation pages via MCP

  npm 90

• Dev Workflow MCP Server

  MCP server to enforce development workflow discipline

  npm 90

• ai.kaiv/dependency-trust

  Trust-check any dependency for agents: OpenSSF Scorecard, licenses, CVEs, deps. 7 ecosystems.

  remote 89

• Advanced GitLab MCP server

  58 CQRS tools exposing 230 GitLab operations across 26 entity types

  mcpb · npm 88

• io.github.bytewizard42i/soulsketch

  Portable, user-owned AI memory packs: read, validate, fingerprint, diff, and observe

  npm 86

• io.github.sergii-ziborov/weavatrix-js

  Always-fresh local repo graph: LSP-backed impact, Health, dead code, endpoints, architecture.

  npm 86

• io.github.spectra-g/engram

  MCP adapter for Engram - organizational memory for AI agents

  npm 86

• io.github.qwertymuzaffar/udacity-commit

  Validate & format git commit messages per the Udacity Git Commit Message Style Guide.

  npm 85

• io.github.davidweb3-ctrl/git-enhanced

  Enhanced Git MCP Server - Code review, commit analysis, and branch management

  npm 84

• io.github.davidweb3-ctrl/mcp-git-enhanced

  Enhanced Git MCP Server - Code review, commit analysis, and branch management

  npm 84

• codebase-synapse

  Indexes codebase into a local knowledge graph with 40+ AI tools and codebase-guard.

  npm 84

• io.github.vola-trebla/env-secret-exposure-analyzer-mcp

  Scans projects for secret exposure: leaked API keys, unprotected .env files, and secrets in logs.

  npm 84

• io.github.yaminbkk/nexusmem

  Local-first memory for AI coding agents: shell history with exit codes, git diffs, docs, MCP.

  npm 84

• repoctx

  Local-first code context, impact analysis, and merge-readiness verdicts for AI agents.

  npm 83

• io.github.promptwheel-ai/logbook

  Local Git-history memory for coding agents: reverts, suppressions, hotspots, and annotations.

  npm 83

• io.github.yifanyifan897645/git-summary

  Git repo intelligence: summaries, blame, changelogs, branch health, and history search

  npm 83

• MagicTeX

  LaTeX editor for AI agents: live PDF preview, PDF comments that drive edits, git history

  npm 83

• io.github.bkalafat/diffpilot

  MCP server for PR code review, commit messages, changelogs, and secret detection.

  nuget 82

• Feldspar free repository security scan

  Free deterministic security scan of public git repos: OSV.dev vulnerable deps, secrets, config lint.

  remote 82

• io.github.detailobsessed/efficient-gitlab

  Token-efficient GitLab MCP: 167 tools via 3 meta-tools, field projection, keyset pagination

  npm 82

• io.github.instagitai/instagit

  MCP server for Instagit — AI-powered Git repository analysis for coding agents

  npm 82

• io.github.muba00/gitstandup

  Generate daily standup notes from git commits across multiple repositories with AI summaries.

  npm 82

• Weavatrix

  Native Weavatrix MCP: 43 read-only repository tools across 24 code and configuration surfaces.

  npm 82

• io.github.vineethwilson15/semamerge

  Detects semantic merge conflicts between Git branches using AST-level analysis

  npm 82

• io.github.apomt/release-to-tasks

  Convert public release-note URLs into ordered, source-cited upgrade tasks.

  npm 81

• io.github.cocaxcode/devflow-mcp

  MCP server connecting Jira (Cloud + Server) with GitHub/GitLab. Branches, issues, PRs, flows.

  npm 81

• io.github.liminalpepe/agent-guard-mcp

  Verify-before-act safety checks for AI agents: packages, lockfiles, manifests, CI workflows.

  npm 81

• io.github.NORTHTEKDevs/lossless-context-mcp

  Agent context flight recorder: restore after compaction, fan-out packs, signed git-bound receipts.

  npm 81

• Remogram

  SCM & forge boundary MCP: normalized, typed JSON from attributed Gitea, GitLab, and GitHub providers

  npm 80

• Òtítọ́

  Deterministic local repository context, impact analysis, and merge-readiness evidence for AI agents.

  npm 80

• commit-check MCP

  Validate commit messages, branch names, author info, push safety, and repo state.

  pypi 80

• MCP Gitlab

  Secure MCP server for GitLab projects, merge requests, issues, and pipelines

  pypi 80

• io.github.dubuqingfeng/gitlab-mcp-server

  GitLab MCP (Model Context Protocol) server for AI agents

  npm 80

• io.github.hellosg/coderegistry

  Enterprise code intelligence for M&A, security audits, and tech debt. Hosted server with 200k free.

  remote 79

• io.github.MUSE-CODE-SPACE/vibe-coding

  Auto-document vibe coding sessions - collect, summarize, and publish

  npm 79

• Optibot

  AI code review for your AI assistant — review local changes, branch diffs, and patch files.

  npm 78

• io.github.Jubstaaa/standup-mr

  Standup notes from merge request state, with the failed job's error lines.

  npm 78

• io.github.IamNishant51/atlas-pipeline

  7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize

  npm 77

• io.github.MUSE-CODE-SPACE/test-genie

  AI-powered app test automation for iOS, Android, Flutter, React Native, Web

  npm 77

• io.github.pamela-0/safe-fix-mcp

  Finds real dead code and proposes a safe, test-gated branch+PR to remove it.

  pypi 77

• io.github.qxchuckle/qcqx-project-manage-mcp

  qcqx-project-manage MCP Server — 将项目管理能力暴露给 AI Agent（Cursor、Claude Desktop 等）

  npm 77

• io.github.greenmtnsun/giteasy

  Plain-English git via MCP: 22 tools to branch, commit, push, and tag. No git jargon.

  remote 75

• io.github.SurajKGoyal/myopic

  Code-review MCP: review a GitLab MR or GitHub PR against the whole codebase, not just the diff.

  pypi 75

• FailTrace

  Debugging experiments for coding agents: reproduce failures and verify fixes with test evidence.

  npm 73

• io.github.infoinlet-marketplace/mcp-git

  Read-only Git inspection for AI agents — log, show, diff, status, blame, grep. No writes.

  npm 70

• io.github.vinsenzo83/baton

  Hand off AI work with a signed Verification Receipt — an independent verifier proves it runs.

  remote · npm 69

• ProfitCollector

  22 pay-per-call developer, security, network and data utilities using x402 on Base.

  remote 65

• io.github.Rosentic/rosentic

  Deterministic cross-branch conflict detection for AI coding agents

  pypi 65

• io.github.ignatenkofi/memshelf-mcp

  Working memory for AI agents: digest-indexed episodes on a git shelf, recalled a section at a time.

  pypi 64

• com.mcparmory/gitlab

  Manage projects, groups, branches, merge requests, and CI/CD pipelines

  oci · pypi 62

• Ticket AI

  Measures tickets against the ones your team already shipped: sections, length, labels, duplicates.

  pypi 51

• GitLab MCP Server

  Go MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier.

  remote · mcpb · npm · nuget · oci · pypi 50

• io.github.pedroknigge/arkgate

  When the agent writes a bad import, the write doesn’t land. The same check fails the pull request.

  npm 50

• Git

  Local Git via MCP: status, log, diff, file history, branches, and gated stage/commit. Pure-JS.

  npm 49

• io.github.amenophis1er/elefante

  Open, Git-native memory protocol for MCP agents. Portable, versioned, human-editable.

  npm 49

• io.github.wkoverfield/quilt

  Track which AI agent wrote which lines in a shared Git checkout; each commits only its own lines.

  npm 49

• io.github.zereight/gitlab-mcp

  GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more.

  npm 49

• Bomly

  Give your coding agent the dependency graph it is about to change: scan, diff, explain, audit

  npm 48

• Engram

  Git-backed markdown memory for AI agents; search hides superseded and archived notes.

  oci 48

• The MCP server for GoReleaser

  GoReleaser MCP server

  npm · oci 47

• io.github.codebahn/codebahn

  Codebahn is the private GitHub alternative: fast Git and CI for small teams.

  remote 40

• io.github.dnotitia/akb

  Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP.

  npm 40

• Gitlab

  GitLab MCP — wraps the GitLab REST API v4 (BYO API key)

  remote 40

• Gitlab Public

  GitLab Public MCP — wraps the GitLab REST API v4 (public endpoints, no auth)

  remote 40

• io.github.TomD4vs/prumo

  Checks the context files a coding agent reads against the git index, and reports what drifted.

  npm 40

• io.github.xChuCx/agent-memory

  Git-native project memory for AI coding agents: Markdown source of truth, reviewable, secret-safe.

  npm 40

• Unwritten

  Catches files and C# members you forgot to change, learned from your repo's git history

  nuget 39

• SetFork

  Runnable, versioned lists agents can search, read, create and update. Git under the hood.

  remote 39

• io.github.krimto-labs/krimto

  Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.

  npm 39

• io.github.mshegolev/gitlab-ci-mcp

  GitLab CI/CD MCP — pipelines, jobs, schedules, MRs, files. Any GitLab (SaaS or self-hosted).

  pypi 39

• changelogai

  Generate changelogs and suggest semver bumps from git history

  npm 39

• io.github.vish288/mcp-gitlab

  MCP server for GitLab API — projects, MRs, pipelines, CI/CD, approvals, issues, code review.

  pypi 39

• com.gitlab/mcp

  Official GitLab MCP Server

  remote 38

• io.github.Ray0907/git-mcp-server

  MCP server for GitLab and GitHub

  npm 38

• CICD AIops

  Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.

  pypi 37

• Binky

  Isolated dev environments, one per git worktree: ports, env, and DB slices as agent tools.

  pypi 37

• diffctx

  Selects the minimum code an LLM needs to review a git diff

  pypi 37

• Mneme

  Memory layer for AI coding assistants. Indexes git history + code, exposes via MCP.

  npm 37

• io.github.RudrenduPaul/graphkeeper

  Mines git history for file co-change patterns into a queryable knowledge graph via MCP.

  pypi 37

• io.github.Askrion/stateark

  Local-first version control for AI work. Savepoint and resume your project state across chats.

  npm 36

• Kindex

  Persistent knowledge graph and MCP server for AI workflows with git-tracked project context.

  pypi 36

• Weavatrix Git

  Fast, bounded, read-only Git evidence for local AI coding agents.

  npm 35

• Panel Review

  Guardian agent for AI coding: four frontier models review risky diffs and commits before they ship.

  remote 33

• io.github.engrmaziz/git-archaeologist

  Trace code history, commit reasoning, and PR context directly from Git logs.

  npm 33

• siGit

  MCP server for siGit (sigit.si): browse repos, search code, manage PRs/issues, web search.

  remote 33

• io.github.Contextual-Laboratories/contextual

  Persistent memory for AI coding agents: local-first semantic search, dependency graphs, git history.

  pypi 32

• io.github.kapillamba4/code-memory

  Local semantic code search with Git history. Works offline, no API key needed.

  pypi 32

• com.gitkraken/gk-cli

  The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab, Bitbucket and more.

  npm 29

• Otherlay

  Secure access to a dedicated Otherlay Mac for files, terminals, Git, builds and UI inspection.

  remote 25

• robo-cortex

  Git-aware memory store for AI coding agents; memories are anchored to git blob hashes.

  pypi 25