GitLab MCP servers

Top 100 by trust score Trust score 0–100

• GitLab MCP Server

  Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate.

  remote · mcpb · npm · nuget · oci · pypi 97

• io.github.srbsa/diffgate

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

  npm 97

• io.github.goklab/guardvibe

  Deterministic security layer your AI can't be. 644 rules, 39 tools, CLI + doctor + host audit.

  npm 95

• git-a2a

  Git module dependencies and owning-agent routing for coding agents

  mcpb · npm · oci 95

• io.github.Dave-London/pare-git

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

  npm 94

• io.github.devlint/gitwand

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

  npm 94

• io.github.detailobsessed/efficient-gitlab

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

  npm 93

• commit-check MCP

  Commit policy as code for AI agents: check commit messages, branch names and authors before a push

  pypi 92

• Hex Line

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

  npm 91

• Solumbe

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

  npm 90

• io.github.SurajKGoyal/myopic

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

  pypi 90

• Ticket AI

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

  pypi 90

• gitpro

  Read-only checks of which git name, email and SSH key a repository uses, and why.

  pypi 90

• ai.kaiv/dependency-trust

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

  remote 89

• Git Why

  Finds the Git commits that explain why code is the way it is: semantic and full-text history search.

  npm 89

• io.github.ozanmutlu/gitlab-docs

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

  npm 89

• io.github.bikemeardsley/git-for-me

  Which parts of what you want to build open source already covers. Every repo checked live.

  npm 88

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

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

  npm 88

• RepoPilot

  Local, deterministic review of Git changes: weakened tests and CI gates, risky flows, blast radius.

  npm 87

• Dev Workflow MCP Server

  MCP server to enforce development workflow discipline

  npm 87

• io.github.spectra-g/engram

  MCP adapter for Engram - organizational memory for AI agents

  npm 87

• io.github.aryamthecodebreaker/fixmap

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

  npm 86

• Feldspar free repository security scan

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

  remote 86

• MCP Health Monitor

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

  npm 86

• Advanced GitLab MCP server

  66 tools, 241 typed actions, 27 registry groups

  mcpb · npm 86

• io.github.apomt/release-to-tasks

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

  npm 85

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

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

  npm 85

• codebase-synapse

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

  npm 85

• io.github.Jubstaaa/standup-mr

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

  remote · npm 85

• repoctx

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

  npm 85

• Gitlab Public

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

  remote · npm 85

• 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 85

• MagicTeX

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

  npm 85

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

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

  npm 84

• Skimless

  Reading order for big pull requests: what to read first, what can wait. Offline, no model.

  npm 84

• io.github.yaminbkk/nexusmem

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

  npm 84

• Gitlab

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

  remote · npm 83

• Weavatrix

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

  npm 83

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

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

  npm 82

• io.github.pamela-0/safe-fix-mcp

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

  pypi 82

• whygit

  Read-only Git explainer: what state a repo is in, what an error means, and the exact fix.

  pypi 82

• NameHound

  Is a brand name free as a .com/.net/.org/.app domain and as a Bluesky, Mastodon, npm or PyPI handle?

  remote 81

• Òtítọ́ deprecated

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

  npm 81

• io.github.bkalafat/diffpilot

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

  nuget 81

• GhostPaw Grimoire

  Local procedural knowledge with spells, notes, and revision history.

  npm 81

• io.github.mahmoud-nb/thread-mind

  Git-friendly memory for AI coding: a tree of thread summaries with inherited context

  npm 81

• io.github.bytewizard42i/soulsketch

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

  npm 80

• MCP Gitlab

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

  pypi 80

• io.github.qwertymuzaffar/udacity-commit

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

  npm 80

• RepoRipple

  Deterministic repository change-impact analysis for engineers and coding agents.

  pypi 79

• io.github.hellosg/coderegistry

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

  remote 79

• FailTrace

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

  npm 79

• io.github.Leonhest/hivemind

  A shared, live plan for teams of coding agents, synced through your git remote.

  npm 79

• io.github.mrfentmen/git-reflog-archaeologist-mcp

  Aggregate local Git reflog and recovery signals without exposing repository content. Tools...

  npm 79

• ADR Guard

  Read, search, validate, and analyze Architecture Decision Records.

  nuget 79

• Invoice Studio

  Edit Markdown invoice templates, generate PDFs, and inspect preview PNGs.

  npm 79

• opendrs

  PR blast radius and 0-1 risk score from git history, so low-risk PRs can be auto-approved.

  npm 78

• io.github.instagitai/instagit

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

  npm 78

• io.github.jmshinhwa/gitlab-ci-break-lint

  Names the .gitlab-ci.yml lines your runner will reject after the next GitLab major upgrade

  npm 78

• io.github.mrfentmen/worktree-orbit-mcp

  Aggregate local Git worktree topology without exposing repository content. Tools include inspect...

  npm 78

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

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

  npm 78

• Optibot

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

  npm 77

• io.github.cocaxcode/devflow-mcp

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

  npm 77

• io.github.ignatenkofi/memshelf-mcp

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

  pypi 77

• SSH MCP Server

  MCP server for SSH operations with built-in diagnostics

  npm 77

• Mergetrain

  Queue parallel-agent worktree branches, test together, serialize and recover Git pushes.

  pypi 77

• Remogram

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

  npm 76

• io.github.mrfentmen/repo-forensics-mcp

  Local read-only MCP tools for Git repository archaeology, churn, hotspots, and hygiene. Tools...

  npm 76

• io.github.promptwheel-ai/logbook

  Git-history memory for coding agents: reverts, weakened tests, hot spots, and unreviewed notes.

  npm 76

• SAST MCP Server

  11-scanner SAST/DAST MCP server with closed-loop remediation, SBOM/SARIF, and CI integrations

  pypi 76

• GitEasy MCP

  Plain-English git for agents: 22 tools to branch, commit, push and tag. Free tier.

  remote 75

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

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

  npm 75

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

  GitLab MCP (Model Context Protocol) server for AI agents

  npm 74

• io.github.mrfentmen/release-notes-forge-mcp

  Summarize local Git release shape without returning commit messages, paths, hashes, or remotes.

  npm 74

• nomArmy

  Sandboxed coding workers, verified: tests rerun fresh and must fail with the change reverted.

  npm 74

• LineBreak Gate & Spec Bridge

  Approved acceptance criteria served over MCP to Claude Code, Cursor, or Codex. Git-only, sealed.

  pypi 73

• SandboxAPIs

  Drop-in read-only replicas of GitHub, Jira, Slack and 22 more, preloaded with one fake company.

  npm 73

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

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

  npm 73

• io.github.CloudCorpRecords/reprocheck

  Red-first repro verifier: a fix counts only when the repro fails on the base and passes on the fix.

  npm · oci 72

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

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

  npm 72

• io.github.mrfentmen/gitignore-mcp

  Gitignore templates from Toptal. No key required.

  npm 72

• ProfitCollector

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

  remote 71

• com.mcparmory/gitlab

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

  oci · pypi 71

• io.github.mrfentmen/gitlab-mcp

  Public GitLab projects and users. No key required.

  npm 71

• io.github.mrfentmen/merge-conflict-forecaster-mcp

  Predict local Git merge-conflict pressure from branch topology and changed-file overlap without...

  npm 71

• DidWork

  Verify that an agent's claimed outcome actually happened, using independently gathered evidence

  npm 71

• io.github.ronmiz/infernoflow

  Git-native memory for coding agents: gotchas, decisions and bookmarks as plain text in your repo.

  npm 70

• ColossalCapital — Akashic Corpus & Agentic Platform

  Akashic corpus + Laya routing. Anonymous read; free signup in-band.

  remote 69

• io.github.vinsenzo83/baton

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

  remote · npm 69

• Jitters the VibeCoder

  How wrecked is your monkey? Jitters' mood from the hours of your own git commits this week.

  pypi 65

• Money Reactor

  Pay-per-call x402 MCP: 22 agent APIs on Base USDC. Crypto, onchain reads, repo safety. From $0.001

  remote 65

• io.github.Rosentic/rosentic

  Deterministic cross-branch conflict detection for AI coding agents

  pypi 65

• PreClone

  Check what a repo would run on your machine (open, agent start, install) before you clone it.

  npm 64

• Cross-PR Combined-Tree Verification

  Your coding agents are isolated in worktrees; your breakage is not.

  remote 64

• io.github.mmedum/gitlab-mcp

  GitLab over MCP from your own account: issues, merge requests, reviews, the repository and CI.

  mcpb 63

• lockvet

  Explain any lockfile or workflow-pin change: bumps, vulns, ages, deprecations — 61 formats

  oci 62

• The MCP server for GoReleaser

  GoReleaser MCP server

  npm · oci 56

• githippo

  Long-term memory for Claude: Markdown in a git repo you own. Survives context compaction.

  mcpb 52

• Engram

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

  oci 51

• ARNO

  The IDE for agents: read by symbol, edit against a revision, validate with your own build, revert.

  mcpb · oci 50