GitLab MCP Server

<img src="assets/logo.svg" width="80" align="right" alt="gitlab-mcp"/>

A community MCP server for GitLab — works with any GitLab tier (Free, Premium, Ultimate), no GitLab Duo required. PAT-based auth. Streamable HTTP and stdio transports.

npx @ttpears/gitlab-mcp-server

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Choose your deployment

| You're running | Go to | |---|---| | Claude Code or another IDE/AI tool, just for you | Solo IDE | | LibreChat for a team with a service-account read token | LibreChat — service-account reads | | LibreChat where every operation should use the calling user's token | LibreChat — strict per-user |

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Solo IDE

Claude Code (recommended)

claude mcp add gitlab \
  --env GITLAB_URL=https://gitlab.com \
  --env GITLAB_TOKEN=glpat-your-pat \
  -- npx -y @ttpears/gitlab-mcp-server

--scope controls where the configuration lives:

• --scope local (default) — only this user, only this project
• --scope user — shared across all of your projects
• --scope project — written to .mcp.json in the project root, intended for team check-in

For team check-in, use a ${VAR} placeholder so the PAT itself stays out of git:

{
  "mcpServers": {
    "gitlab": {
      "command": "npx",
      "args": ["-y", "@ttpears/gitlab-mcp-server"],
      "env": {
        "GITLAB_URL": "https://gitlab.com",
        "GITLAB_TOKEN": "${GITLAB_TOKEN}"
      }
    }
  }
}

Each contributor exports GITLAB_TOKEN in their shell; Claude Code expands it on launch.

Cold start

If launching via npx adds noticeable latency, install once:

npm install -g @ttpears/gitlab-mcp-server

…and replace npx -y @ttpears/gitlab-mcp-server with gitlab-mcp-server in your config.

Claude Desktop

Option A — MCPB one-click install: download gitlab-mcp-community-${VERSION}.mcpb from the latest GitHub Release and drag it onto the Claude Desktop window. Fill in your GitLab URL and a Personal Access Token when prompted; the token is stored in your OS keychain. Use a read_api-scoped PAT for read-only access, or an api-scoped PAT to also allow writes (create_issue, create_merge_request, etc.).

Option B — manual config: add to claude_desktop_config.json:

{
  "mcpServers": {
    "gitlab": {
      "command": "npx",
      "args": ["-y", "@ttpears/gitlab-mcp-server"],
      "env": {
        "GITLAB_URL": "https://gitlab.com",
        "GITLAB_TOKEN": "glpat-your-pat"
      }
    }
  }
}

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LibreChat — service-account reads

A read-only service token covers reads (so anyone in the workspace can ask questions). Each user supplies their own PAT for writes through LibreChat's customUserVars.

LibreChat's documented extension point is docker-compose.override.yml — the fragments below assume you're adding gitlab-mcp there alongside LibreChat's own api, mongodb, etc.

.env

GITLAB_URL=https://gitlab.example.com
GITLAB_READ_TOKEN=glpat-readonly-service-token   # read_api scope only

Use https://gitlab.com for SaaS GitLab; use your own host for self-hosted.

docker-compose.override.yml

services:
  gitlab-mcp:
    image: ghcr.io/ttpears/gitlab-mcp:1.14.0
    env_file:
      - .env
    networks:
      - librechat
    restart: unless-stopped

env_file reads GITLAB_URL and GITLAB_READ_TOKEN from .env. No port mapping needed — LibreChat's api container reaches gitlab-mcp over the shared librechat network. Add ports: ["8008:8008"] only if you need to hit it from the host (e.g. for curl http://localhost:8008/health).

Then:

docker compose -f docker-compose.yml -f docker-compose.override.yml up -d gitlab-mcp api

api is restarted alongside so it re-reads librechat.yaml.

librechat.yaml

mcpServers:
  gitlab:
    type: streamable-http
    url: http://gitlab-mcp:8008/
    startup: false                # don't connect until the user supplies their PAT
    initTimeout: 30000
    timeout: 120000
    headers:
      Authorization: "Bearer {{GITLAB_PAT}}"
      X-GitLab-Url: "{{GITLAB_URL_OVERRIDE}}"   # only honored when GITLAB_PIN_HOST=false (default pins to GITLAB_URL)
    customUserVars:
      GITLAB_PAT:
        title: "GitLab Personal Access Token"
        description: "Your GitLab PAT with api scope. Used for issues, MRs, and comments you create or edit."
      GITLAB_URL_OVERRIDE:
        title: "GitLab URL (optional)"
        description: "Leave blank to use the workspace default. Override only if your account is on a different GitLab instance."

initTimeout / timeout are forgiving defaults for slower internal networks and large schemas — drop them if SaaS GitLab feels snappy.

Server-side env vars use ${VAR}. Per-user vars use {{VAR}}. They are not interchangeable.

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LibreChat — strict per-user

Every call must carry a user PAT. No service-account fallback. Reads as well as writes are gated on the user's token.

Add MCP Server (UI path — recommended)

1. Host gitlab-mcp somewhere LibreChat can reach. For a quick standalone host:

   docker run -d --restart unless-stopped \
     -p 8008:8008 \
     -e GITLAB_URL=https://gitlab.example.com \
     --name gitlab-mcp \
     ghcr.io/ttpears/gitlab-mcp:1.14.0
   

   Or, when running alongside LibreChat in the same compose project, drop it into docker-compose.override.yml (no token env vars):

   services:
     gitlab-mcp:
       image: ghcr.io/ttpears/gitlab-mcp:1.14.0
       environment:
         GITLAB_URL: https://gitlab.example.com
       networks:
         - librechat
       restart: unless-stopped
   

2. In LibreChat → MCP Servers → Add MCP Server:

   • URL: https://your-host/ (or http://gitlab-mcp:8008/ if same network)
   • Authentication: API Key → check User provides key → header format Bearer
   • Save

3. Each user fills in their PAT through the MCP Tool Select Dialog when configuring an agent.

librechat.yaml equivalent

mcpServers:
  gitlab:
    type: streamable-http
    url: http://gitlab-mcp:8008/
    startup: false
    initTimeout: 30000
    timeout: 120000
    headers:
      Authorization: "Bearer {{GITLAB_PAT}}"
    customUserVars:
      GITLAB_PAT:
        title: "GitLab Personal Access Token"
        description: "Your GitLab PAT with api scope."

The container needs no env-configured token at all in this mode — every request is rejected unless Authorization: Bearer … is present.

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Hosting for a remote LibreChat

The server speaks plain HTTP. For LibreChat-as-a-service or any cross-network deployment, terminate TLS at a reverse proxy. Common patterns:

• Caddy — auto-TLS via Let's Encrypt:

  mcp.example.com {
    reverse_proxy gitlab-mcp:8008
  }
  

• Traefik — Docker labels on the gitlab-mcp service.

• Cloudflare Tunnel — no public IP needed; expose gitlab-mcp:8008 through the tunnel.

The Authorization and Mcp-Session-Id headers must pass through unchanged. Most defaults handle this fine.

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OAuth for remote users

For a publicly hosted instance where each user signs in with their own GitLab identity — and modern MCP clients (Claude.ai, Claude Code) connect with no manual token setup — enable brokered OAuth 2.1. The server then acts as its own OAuth Authorization Server in front of GitLab:

• advertises Protected Resource Metadata (RFC 9728) and Authorization Server Metadata (RFC 8414) at the standard .well-known endpoints,
• supports Dynamic Client Registration (RFC 7591), so clients self-register,
• runs authorization-code + PKCE against both the MCP client and GitLab (dual-PKCE) behind one fixed GitLab callback,
• gates the MCP endpoints with bearer validation — unauthenticated requests get 401 + WWW-Authenticate pointing at the resource metadata (the discovery trigger),
• mints its own opaque tokens and keeps each user's GitLab token server-side (no token passthrough).

Setup

1. Register one GitLab application (instance/group/user → Applications):

   • Redirect URI: https://<your-host>/gitlab/callback
   • Scopes: api (read + write) or read_api
   • Confidential: yes (recommended) → you get a client secret; or mark it public for PKCE-only.

2. Run the server (HTTP mode) with no GITLAB_TOKEN — identity comes from each user's OAuth login:

   MCP_TRANSPORT=http GITLAB_MCP_PORT=8008 \
   GITLAB_URL=https://gitlab.example.com \
   GITLAB_MCP_OAUTH=true \
   MCP_SERVER_URL=https://gitlab-mcp.example.com \
   GITLAB_OAUTH_CLIENT_ID=<application id> \
   GITLAB_OAUTH_CLIENT_SECRET=<application secret> \
   GITLAB_OAUTH_SCOPES=api \
   npx -y @ttpears/gitlab-mcp-server
   

3. Point an MCP client at https://gitlab-mcp.example.com/ — it discovers the metadata, registers, and walks the user through GitLab sign-in automatically.

MCP_SERVER_URL must be HTTPS (terminate TLS at your reverse proxy) and must match the host the GitLab redirect URI is registered under. Token/registration state is in-memory, so run a single instance (or add a shared store) per issuer.

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How this differs from GitLab's official MCP server

GitLab ships an official MCP server (Beta) that requires Premium/Ultimate and GitLab Duo.

| | This server | GitLab official | |---|---|---| | GitLab tier | Free, Premium, Ultimate | Premium / Ultimate only | | GitLab Duo required | No | Yes | | Auth | PAT, or brokered OAuth 2.1 + Dynamic Client Registration | OAuth 2.0 Dynamic Client Registration | | Transport | stdio + streamable HTTP | stdio + HTTP | | Multi-user | Per-call PAT, OAuth per-user, or service-account fallback | OAuth per-user | | GraphQL schema discovery | Yes — introspect & run custom queries | No | | Repository browsing & file reading | Yes | No | | Update issues / MRs / notes | Yes | No (create only) | | Delete issues / notes | Yes | No | | CI/CD pipeline management | Yes | Yes | | MR diffs & commits | Yes | Yes | | Time tracking & timelogs | Yes | No | | MR reviewer & approval status | Yes | No | | Iteration / milestone tracking | Yes | No | | Project statistics dashboard | Yes | No | | Group member listing | Yes | No | | Semantic code search | No | Yes (requires additional setup) |

Choose this server for Free/CE, GraphQL flexibility, LibreChat multi-user, or brokered OAuth without GitLab Duo. Choose the official server for Premium+Duo with semantic code search.

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Tools

Search & Discovery

| Tool | Description | |------|-------------| | search_gitlab | Global search across projects, issues, and merge requests | | search_projects | Find repositories by name or description | | search_issues | Search issues globally or within a project (filter by assignee, author, labels, state) | | search_merge_requests | Find merge requests by username or within a project | | search_users | Find team members and contributors | | search_groups | Discover grou