MCP server GitLab
57 GitLab MCP server dibandingkan berdasarkan tools, transport, stars dan downloads, lengkap dengan config install untuk Claude Code, Cursor, VS Code dan Codex.
Diperbarui 14 Nov 2026 · diukur dari GitHub, npm, dan PyPI
Gk CLI menempati peringkat pertama dalam hal dokumentasi, aktivitas, dan stars, dan diterbitkan oleh gitkraken.
Lihat serverGitLab MCP server dibandingkan
- Transport
- stdio
- Tools
- —
- Bahasa
- —
- Transport
- stdio
- Tools
- 200
- Bahasa
- TypeScript
- Transport
- stdio
- Tools
- 7
- Bahasa
- TypeScript
- Transport
- stdio, remote
- Tools
- —
- Bahasa
- Go
- Transport
- stdio
- Tools
- 4
- Bahasa
- Python
- Transport
- stdio
- Tools
- 31
- Bahasa
- TypeScript
- Transport
- stdio
- Tools
- 83
- Bahasa
- TypeScript
- Transport
- stdio
- Tools
- 4
- Bahasa
- TypeScript
- Transport
- stdio
- Tools
- 20
- Bahasa
- Rust
- Transport
- stdio
- Tools
- 91
- Bahasa
- Python
- Transport
- —
- Tools
- 10
- Bahasa
- JavaScript
- Transport
- stdio
- Tools
- 31
- Bahasa
- TypeScript
| Server | Transport | Tools | Bahasa | Stars | Downloads, 30 hari | Install |
|---|---|---|---|---|---|---|
 Gk CLIResmigitkraken/gk-cli | stdio | — | — | 465 | — | Install |
 GitLab MCP Server by zereightzereight/gitlab-mcp | stdio | 200 | TypeScript | 2,1 rb | — | Install |
 Gitwanddevlint/gitwand | stdio | 7 | TypeScript | 196 | — | Install |
 GitLab MCP Server by jmrplensjmrplens/gitlab-mcp-server | stdio, remote | — | Go | 49 | 743 | Install |
 CICD AIopsaiops-tools/cicd-aiops | stdio | 4 | Python | 0 | 962 | Install |
 Muggle Works by multiplex-aimultiplex-ai/muggleai | stdio | 31 | TypeScript | 16 | — | Install |
 Grasp — Code Architecture & Dependency Analysisashfordeou/grasp | stdio | 83 | TypeScript | 33 | — | Install |
 Advanced GitLab MCP serverstructured-world/gitlab-mcp | stdio | 4 | TypeScript | 8 | — | Install |
 Skipperseuros/skipper | stdio | 20 | Rust | 23 | — | Install |
 GitLab by vish288vish288/mcp-gitlab | stdio | 91 | Python | 7 | 28,8 rb | Install |
 GitLab Mrkopfrechner/gitlab-mr-mcp | — | 10 | JavaScript | 94 | — | Install |
| Muggle Works by multiplex-aimultiplex-ai/muggle-ai-works | stdio | 31 | TypeScript | 16 | — | Install |
Install Gk CLI
$ claude mcp add gk-cli -- npx -y @gitkraken/gk~/.cursor/mcp.json
{
"mcpServers": {
"gk-cli": {
"command": "npx",
"args": [
"-y",
"@gitkraken/gk"
]
}
}
}.vscode/mcp.json
{
"servers": {
"gk-cli": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@gitkraken/gk"
]
}
}
}~/.codex/config.toml
[mcp_servers.gk-cli] command = "npx" args = ["-y", "@gitkraken/gk"]
~/.gemini/settings.json
{
"mcpServers": {
"gk-cli": {
"command": "npx",
"args": [
"-y",
"@gitkraken/gk"
]
}
}
}Semua GitLab MCP server
Wraps git, GitHub, GitLab, Bitbucket and Jira actions so an AI client can manage repos, work items, commits, issues and pull requests.
$claude mcp add gk-cli -- npx -y @gitkraken/gk
Lets an AI client manage GitLab projects, merge requests, issues, pipelines, wikis and releases through the GitLab API.
$claude mcp add gitlab-mcp -- npx -y @zereight/mcp-gitlab
Automates trivial Git merge conflict resolution and provides AI-assisted workflows for branch management, pull requests, and code reviews.
$claude mcp add gitwand -- npx -y @gitwand/mcp
Enables AI clients to perform up to 1,106 GitLab actions using REST and GraphQL APIs through a single self-contained binary.
$https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.4.0/gitlab-mcp-server-darwin.mcpb
Enables AI agents to perform governed operations and root cause analysis on self-managed GitLab and Gitea CI/CD instances.
$claude mcp add cicd-aiops -- uvx cicd-aiops
An acceptance test agent that drives real browsers to verify code changes and automatically manages pull request feedback loops.
$claude mcp add muggleai -- npx -y @muggleai/works
Analyzes codebases to provide dependency graphs, security scanning, architecture insights, and multimodal knowledge graph ingestion for LLM agents.
$claude mcp add grasp -- npx -y grasp-mcp-server
Enables AI clients to manage GitLab projects, merge requests, pipelines, and work items through a structured CQRS toolset.
$claude mcp add gitlab-mcp -- npx -y @structured-world/gitlab-mcp
Enables AI agents to manage local git repositories and interact with GitHub, GitLab, Gitea, and Forgejo through a unified set of tools.
$skipper
Allows AI assistants to manage GitLab projects, merge requests, pipelines, CI/CD, issues, and code reviews via the GitLab REST API.
$claude mcp add mcp-gitlab -- uvx mcp-gitlab
Lets an AI client browse GitLab projects, read merge requests, diffs and issues, and post comments or edit MR titles and descriptions.
Runs real-browser acceptance tests on coding-agent changes and posts screenshots and a verdict to the pull request.
$claude mcp add muggle-ai-works -- npx -y @muggleai/works
Enables AI clients to discover open-source repositories, analyze contribution opportunities, and receive detailed project briefings.
$claude mcp add gitgoblin -- npx -y @gitgoblin/mcp
An AI coding factory that automates the workflow from ticket to reviewed pull request with adversarial review and tamper protection.
$claude mcp add no-human -- uvx no-human
Lets an AI client run web, GitHub, and GitLab searches through one unified interface with caching, reranking, and rate limits.
$claude mcp add mcp-web-hound -- npx -y mcp-web-hound
Expose your local repository workspace to AI coding agents for cross-repository symbol lookup and code searching.
$claude mcp add corralctl -- docker run -i --rm ghcr.io/sebastienrousseau/corralctl:0.0.54Expose your local repository workspace to AI coding agents for cross-repository symbol lookup and code searching.
$claude mcp add corral -- docker run -i --rm ghcr.io/sebastienrousseau/corral:0.0.36
Enables AI clients to manage GitLab repositories, CI/CD pipelines, issues, and merge requests through a token-optimized hybrid tool interface.
$claude mcp add mcp-gitlab -- npx -y @sumirati/mcp-gitlab
Allows AI assistants to search and retrieve content from over 2,900 official GitLab documentation pages.
$claude mcp add gitlab-docs-mcp -- npx -y gitlab-docs-mcp
Allows an AI client to manage GitLab projects, merge requests, issues, pipelines, and perform global searches.
$claude mcp add mcp-gitlab -- uvx mcp-gitlab-crunchtools
Generates standup notes from GitLab or GitHub merge request states, including error lines from failed pipelines.
$claude mcp add standup-mr -- npx -y standup-mr
Lets an AI agent manage GitLab CI/CD pipelines, jobs, schedules, merge requests, and repository files.
$claude mcp add gitlab-ci-mcp -- uvx gitlab-ci-mcpExposes the full Git workflow to AI agents, including branching, committing, rebasing, LFS management, and pull request creation.
$claude mcp add git-mcp -- npx -y @selfagency/git-mcp
Assign coding tasks to AI agents that execute in sandboxed environments and only open pull requests after passing predefined quality gates.
$claude mcp add --transport http board-planner https://{organisation}.board-planner.com/api/mcp
Rotate API keys and tokens across providers like AWS, GitLab, and Cloudflare while ensuring secrets never reach the AI model.
$rekey
Provides AI assistants with searchable access to official GitLab documentation across multiple repositories using full-text search.
$claude mcp add gitlab-docs-mcp -- docker run -i --rm docker.io/nunolima/gitlab-docs-mcp:18.7
Enables an AI assistant to manage GitLab issues, merge requests, code reviews, repositories, and CI pipelines through your own account.
$https://github.com/mmedum/gitlab-mcp/releases/download/v4.3.0/gitlab-mcp_4.3.0.mcpb
Allows an AI client to interact with GitLab projects, issues, epics, and CI/CD pipelines directly.
Enables AI assistants to review GitHub and GitLab pull requests and merge requests by fetching diffs and posting inline comments.
Verifies AI coding agent pull request claims by checking files changed, tests run, and issues closed against GitHub or GitLab records.
$claude mcp add dunstan -- npx -y dunstan
Automates AI code reviews for GitLab and GitHub using multi-agent audits and real-time progress tracking.
Lets an AI client search GitLab repositories, review merge requests, manage issues, and summarize team activity.
Enables AI agents to search code, read files, and navigate symbols across GitLab, GitHub, and Gitea repositories with high token efficiency.
$claude mcp add --transport http sourcegull https://{sourcegull_host}/.api/mcpHelps users prepare for Google Summer of Code by identifying compatible organizations, repositories, and unclaimed beginner issues using real-time data.
$https://github.com/anandkaranubc/git-into-gsoc/releases/download/v0.26.2/git-into-gsoc.mcpb
Helps AI agents find existing open source repositories on GitHub, GitLab, and Codeberg to determine what to use, adapt, or write from scratch.
$claude mcp add git-for-me -- npx -y git-for-me
Provides persistent, verifiable identities for AI agents with dedicated SES-backed email mailboxes and GitHub/GitLab authorship capabilities.
$claude mcp add agent-identity -- npx -y @critical-labs/agent-identity
Reviews GitLab merge requests and GitHub pull requests against the entire codebase to identify impact and duplication.
$claude mcp add myopic -- uvx myopic
Spawns local Claude Code instances from external platforms like GitHub, Linear, and Jira when the phrase 'Dear Claude' is mentioned.
$claude mcp add dear-claude -- npx -y dear-claude
Lets an AI agent manage GitLab projects, files, issues, merge requests, CI/CD pipelines, and wikis through 86 typed tools.
$claude mcp add mcp-gitlab-server -- npx -y @yoda.digital/gitlab-mcp-server
Lets AI agents manage engineering sprints, track unplanned work, and update task boards by using a git repository as a single source of truth.
Lets AI assistants read and manage GitLab projects, merge requests, issues, pipelines, wikis, and more through a policy-controlled tool registry.
Provides an AI client with read-only access to Kubernetes clusters, ArgoCD applications, and GitLab merge requests to troubleshoot and analyze infrastructure.
Enables AI clients to interact with GitLab repositories, issues, merge requests, and CI/CD pipelines via the GitLab REST API.
Provides AI agents with policy-governed, capability-based access to GitLab repositories and a secure git smart-HTTP proxy.
Connects LLMs to CERN GitLab to discover High Energy Physics code, documentation, and analysis examples.
Enables AI coding assistants to execute active engineering workflows including TDD, project context loading, and automated ticket and release management.
$claude mcp add stackguide-mcp -- npx -y @stackguide/mcp-server
Allows AI assistants to edit Overleaf projects and Git repositories by committing changes directly to the default branch.
$claude mcp add --transport http milatexai https://milatexai.com/mcp
Enables LLMs to interact with GitLab repositories, manage merge requests, issues, and perform various Git operations via the GitLab API.
Enables AI clients to manage GitLab projects, merge requests, CI/CD pipelines, and repository tags through specialized MCP tools.
Extends GitLab MCP with security, compliance, and GitLab Duo tools for vulnerability triage, SBOM, and AI governance.
Pertanyaan seputar GitLab MCP
Apa GitLab MCP server terbaik?
Gk CLI menempati peringkat pertama di antara GitLab MCP server di HostedMCP berdasarkan dokumentasi, aktivitas, stars dan downloads, diikuti oleh GitLab MCP Server by zereight, Gitwand.
Apakah ada GitLab MCP server resmi?
Ada: Gk CLI (gitkraken/gk-cli).
GitLab MCP server mana yang bisa berjalan secara remote?
5 server dapat berjalan sebagai remote (HTTP) server, termasuk GitLab MCP Server by jmrplens, Standup Mr, Board Planner, Sourcegull.
Bagaimana cara install GitLab MCP server di Claude Code?
Untuk Gk CLI, jalankan `claude mcp add gk-cli -- npx -y @gitkraken/gk`. Setiap halaman server menyediakan config untuk Cursor, VS Code, Codex dan Claude Desktop.