SERVER

GitLab MCP Server

Rank #578

io.github.jmrplens/gitlab-mcp-server

Go MCP server for GitLab: 2 dynamic tools reach ~872 actions on Free/CE, up to ~1098 on Ultimate.

First listed
Apr 11, 2026
Last publish date
Oct 9, 2026
PURPOSE

What you can do with GitLab MCP Server

GitLab MCP Server is a Model Context Protocol (MCP) server published by jmrplens. It ranks #578 of 140,224 active servers on MCP Toplist, and its repository has 44 GitHub stars. GitLab MCP Server is listed across 4 registries — Official MCP, Glama, PulseMCP and mcp.so, with 14 tracked versions. It was first listed on Apr 11, 2026 and most recently updated on Oct 9, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What GitLab MCP Server can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using GitLab MCP Server

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

MCP Toplist probed the public endpoint on Oct 10, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.

Declared by the Official MCP Registry, last synced Oct 10, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config
  • GITLAB_URL · optional
  • GITLAB_TOKEN · required
  • GITLAB_MCP_SKIP_TLS_VERIFY · optional
  • GITLAB_MCP_TOOL_SURFACE · optional
  • GITLAB_MCP_TIER · optional
  • GITLAB_MCP_READ_ONLY · optional
  • GITLAB_MCP_SAFE_MODE · optional
  • GITLAB_MCP_LOG_LEVEL · optional
  • GITLAB_MCP_CAPABILITY_SURFACE · optional
  • GITLAB_MCP_META_PARAM_SCHEMA · optional
  • GITLAB_MCP_EMBEDDED_RESOURCES · optional
  • GITLAB_MCP_EXCLUDE_TOOLS · optional
  • GITLAB_MCP_IGNORE_SCOPES · optional
  • GITLAB_MCP_UPLOAD_MAX_FILE_SIZE · optional
  • GITLAB_MCP_ALLOWED_UPLOAD_DIRS · optional
  • GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS · optional
  • GITLAB_MCP_ALLOWED_IMPORT_DIRS · optional
  • GITLAB_MCP_RATE_LIMIT_RPS · optional
  • GITLAB_MCP_RATE_LIMIT_BURST · optional

Hosted endpoint declared as public.

INSTALLATION AND FIRST TASK

Connect GitLab MCP Server and confirm it works

Remote · HTTP
claude mcp add --transport http gitlab-mcp-server https://mcp.jmrp.io/gitlab
MCP bundle

Published as mcp bundle `https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.2.0/gitlab-mcp-server-darwin.mcpb` — install it through your client’s extension manager.

MCP bundle

Published as mcp bundle `https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.2.0/gitlab-mcp-server-windows.mcpb` — install it through your client’s extension manager.

MCP bundle

Published as mcp bundle `https://github.com/jmrplens/gitlab-mcp-server/releases/download/v3.2.0/gitlab-mcp-server-linux.mcpb` — install it through your client’s extension manager.

Docker image
claude mcp add gitlab-mcp-server -e "GITLAB_URL=<your GITLAB_URL>" -e "GITLAB_TOKEN=<your GITLAB_TOKEN>" -e "GITLAB_MCP_SKIP_TLS_VERIFY=<your GITLAB_MCP_SKIP_TLS_VERIFY>" -e "GITLAB_MCP_TOOL_SURFACE=<your GITLAB_MCP_TOOL_SURFACE>" -e "GITLAB_MCP_CAPABILITY_SURFACE=<your GITLAB_MCP_CAPABILITY_SURFACE>" -e "GITLAB_MCP_META_PARAM_SCHEMA=<your GITLAB_MCP_META_PARAM_SCHEMA>" -e "GITLAB_MCP_TIER=<your GITLAB_MCP_TIER>" -e "GITLAB_MCP_READ_ONLY=<your GITLAB_MCP_READ_ONLY>" -e "GITLAB_MCP_SAFE_MODE=<your GITLAB_MCP_SAFE_MODE>" -e "GITLAB_MCP_EMBEDDED_RESOURCES=<your GITLAB_MCP_EMBEDDED_RESOURCES>" -e "GITLAB_MCP_EXCLUDE_TOOLS=<your GITLAB_MCP_EXCLUDE_TOOLS>" -e "GITLAB_MCP_IGNORE_SCOPES=<your GITLAB_MCP_IGNORE_SCOPES>" -e "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE=<your GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>" -e "GITLAB_MCP_ALLOWED_UPLOAD_DIRS=<your GITLAB_MCP_ALLOWED_UPLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS=<your GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_IMPORT_DIRS=<your GITLAB_MCP_ALLOWED_IMPORT_DIRS>" -e "GITLAB_MCP_RATE_LIMIT_RPS=<your GITLAB_MCP_RATE_LIMIT_RPS>" -e "GITLAB_MCP_RATE_LIMIT_BURST=<your GITLAB_MCP_RATE_LIMIT_BURST>" -e "GITLAB_MCP_LOG_LEVEL=<your GITLAB_MCP_LOG_LEVEL>" -- docker run -i --rm ghcr.io/jmrplens/gitlab-mcp-server:3.2.0@sha256:054f99756efb1182aff73effb2a8861ddde8c90146d2e2b3efafd459647d69f8

Replace each placeholder with your own value before saving.

Docker image
claude mcp add gitlab-mcp-server -e "GITLAB_URL=<your GITLAB_URL>" -e "GITLAB_TOKEN=<your GITLAB_TOKEN>" -e "GITLAB_MCP_SKIP_TLS_VERIFY=<your GITLAB_MCP_SKIP_TLS_VERIFY>" -e "GITLAB_MCP_TOOL_SURFACE=<your GITLAB_MCP_TOOL_SURFACE>" -e "GITLAB_MCP_CAPABILITY_SURFACE=<your GITLAB_MCP_CAPABILITY_SURFACE>" -e "GITLAB_MCP_META_PARAM_SCHEMA=<your GITLAB_MCP_META_PARAM_SCHEMA>" -e "GITLAB_MCP_TIER=<your GITLAB_MCP_TIER>" -e "GITLAB_MCP_READ_ONLY=<your GITLAB_MCP_READ_ONLY>" -e "GITLAB_MCP_SAFE_MODE=<your GITLAB_MCP_SAFE_MODE>" -e "GITLAB_MCP_EMBEDDED_RESOURCES=<your GITLAB_MCP_EMBEDDED_RESOURCES>" -e "GITLAB_MCP_EXCLUDE_TOOLS=<your GITLAB_MCP_EXCLUDE_TOOLS>" -e "GITLAB_MCP_IGNORE_SCOPES=<your GITLAB_MCP_IGNORE_SCOPES>" -e "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE=<your GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>" -e "GITLAB_MCP_ALLOWED_UPLOAD_DIRS=<your GITLAB_MCP_ALLOWED_UPLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS=<your GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_IMPORT_DIRS=<your GITLAB_MCP_ALLOWED_IMPORT_DIRS>" -e "GITLAB_MCP_RATE_LIMIT_RPS=<your GITLAB_MCP_RATE_LIMIT_RPS>" -e "GITLAB_MCP_RATE_LIMIT_BURST=<your GITLAB_MCP_RATE_LIMIT_BURST>" -e "GITLAB_MCP_LOG_LEVEL=<your GITLAB_MCP_LOG_LEVEL>" -- docker run -i --rm docker.io/jmrplens/gitlab-mcp-server:3.2.0@sha256:054f99756efb1182aff73effb2a8861ddde8c90146d2e2b3efafd459647d69f8

Replace each placeholder with your own value before saving.

npm package
claude mcp add gitlab-mcp-server -e "GITLAB_URL=<your GITLAB_URL>" -e "GITLAB_TOKEN=<your GITLAB_TOKEN>" -e "GITLAB_MCP_SKIP_TLS_VERIFY=<your GITLAB_MCP_SKIP_TLS_VERIFY>" -e "GITLAB_MCP_TOOL_SURFACE=<your GITLAB_MCP_TOOL_SURFACE>" -e "GITLAB_MCP_CAPABILITY_SURFACE=<your GITLAB_MCP_CAPABILITY_SURFACE>" -e "GITLAB_MCP_META_PARAM_SCHEMA=<your GITLAB_MCP_META_PARAM_SCHEMA>" -e "GITLAB_MCP_TIER=<your GITLAB_MCP_TIER>" -e "GITLAB_MCP_READ_ONLY=<your GITLAB_MCP_READ_ONLY>" -e "GITLAB_MCP_SAFE_MODE=<your GITLAB_MCP_SAFE_MODE>" -e "GITLAB_MCP_EMBEDDED_RESOURCES=<your GITLAB_MCP_EMBEDDED_RESOURCES>" -e "GITLAB_MCP_EXCLUDE_TOOLS=<your GITLAB_MCP_EXCLUDE_TOOLS>" -e "GITLAB_MCP_IGNORE_SCOPES=<your GITLAB_MCP_IGNORE_SCOPES>" -e "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE=<your GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>" -e "GITLAB_MCP_ALLOWED_UPLOAD_DIRS=<your GITLAB_MCP_ALLOWED_UPLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS=<your GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_IMPORT_DIRS=<your GITLAB_MCP_ALLOWED_IMPORT_DIRS>" -e "GITLAB_MCP_RATE_LIMIT_RPS=<your GITLAB_MCP_RATE_LIMIT_RPS>" -e "GITLAB_MCP_RATE_LIMIT_BURST=<your GITLAB_MCP_RATE_LIMIT_BURST>" -e "GITLAB_MCP_LOG_LEVEL=<your GITLAB_MCP_LOG_LEVEL>" -- npx -y @jmrp.io/gitlab-mcp-server

Replace each placeholder with your own value before saving.

Python package (PyPI)
claude mcp add gitlab-mcp-server -e "GITLAB_URL=<your GITLAB_URL>" -e "GITLAB_TOKEN=<your GITLAB_TOKEN>" -e "GITLAB_MCP_SKIP_TLS_VERIFY=<your GITLAB_MCP_SKIP_TLS_VERIFY>" -e "GITLAB_MCP_TOOL_SURFACE=<your GITLAB_MCP_TOOL_SURFACE>" -e "GITLAB_MCP_CAPABILITY_SURFACE=<your GITLAB_MCP_CAPABILITY_SURFACE>" -e "GITLAB_MCP_META_PARAM_SCHEMA=<your GITLAB_MCP_META_PARAM_SCHEMA>" -e "GITLAB_MCP_TIER=<your GITLAB_MCP_TIER>" -e "GITLAB_MCP_READ_ONLY=<your GITLAB_MCP_READ_ONLY>" -e "GITLAB_MCP_SAFE_MODE=<your GITLAB_MCP_SAFE_MODE>" -e "GITLAB_MCP_EMBEDDED_RESOURCES=<your GITLAB_MCP_EMBEDDED_RESOURCES>" -e "GITLAB_MCP_EXCLUDE_TOOLS=<your GITLAB_MCP_EXCLUDE_TOOLS>" -e "GITLAB_MCP_IGNORE_SCOPES=<your GITLAB_MCP_IGNORE_SCOPES>" -e "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE=<your GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>" -e "GITLAB_MCP_ALLOWED_UPLOAD_DIRS=<your GITLAB_MCP_ALLOWED_UPLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS=<your GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_IMPORT_DIRS=<your GITLAB_MCP_ALLOWED_IMPORT_DIRS>" -e "GITLAB_MCP_RATE_LIMIT_RPS=<your GITLAB_MCP_RATE_LIMIT_RPS>" -e "GITLAB_MCP_RATE_LIMIT_BURST=<your GITLAB_MCP_RATE_LIMIT_BURST>" -e "GITLAB_MCP_LOG_LEVEL=<your GITLAB_MCP_LOG_LEVEL>" -- uvx jmrplens-gitlab-mcp-server

Replace each placeholder with your own value before saving.

NuGet package
claude mcp add gitlab-mcp-server -e "GITLAB_URL=<your GITLAB_URL>" -e "GITLAB_TOKEN=<your GITLAB_TOKEN>" -e "GITLAB_MCP_SKIP_TLS_VERIFY=<your GITLAB_MCP_SKIP_TLS_VERIFY>" -e "GITLAB_MCP_TOOL_SURFACE=<your GITLAB_MCP_TOOL_SURFACE>" -e "GITLAB_MCP_CAPABILITY_SURFACE=<your GITLAB_MCP_CAPABILITY_SURFACE>" -e "GITLAB_MCP_META_PARAM_SCHEMA=<your GITLAB_MCP_META_PARAM_SCHEMA>" -e "GITLAB_MCP_TIER=<your GITLAB_MCP_TIER>" -e "GITLAB_MCP_READ_ONLY=<your GITLAB_MCP_READ_ONLY>" -e "GITLAB_MCP_SAFE_MODE=<your GITLAB_MCP_SAFE_MODE>" -e "GITLAB_MCP_EMBEDDED_RESOURCES=<your GITLAB_MCP_EMBEDDED_RESOURCES>" -e "GITLAB_MCP_EXCLUDE_TOOLS=<your GITLAB_MCP_EXCLUDE_TOOLS>" -e "GITLAB_MCP_IGNORE_SCOPES=<your GITLAB_MCP_IGNORE_SCOPES>" -e "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE=<your GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>" -e "GITLAB_MCP_ALLOWED_UPLOAD_DIRS=<your GITLAB_MCP_ALLOWED_UPLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS=<your GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>" -e "GITLAB_MCP_ALLOWED_IMPORT_DIRS=<your GITLAB_MCP_ALLOWED_IMPORT_DIRS>" -e "GITLAB_MCP_RATE_LIMIT_RPS=<your GITLAB_MCP_RATE_LIMIT_RPS>" -e "GITLAB_MCP_RATE_LIMIT_BURST=<your GITLAB_MCP_RATE_LIMIT_BURST>" -e "GITLAB_MCP_LOG_LEVEL=<your GITLAB_MCP_LOG_LEVEL>" -- dnx gitlab-mcp-server

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First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by jmrplens
View all jmrplens servers →

No task-specific alternatives are catalogued for GitLab MCP Serveryet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Apr 11, 2026
Latest version published
Oct 9, 2026
Version history
14 versions tracked (below)
Requirements evidence
MCP Toplist probed the public endpoint on Oct 10, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Oct 11, 2026
Registry sightings

This server's maintainer has claimed it on MCP Toplist. Corrections to this profile go through the claim.

VERSIONS

Available versions (14)

2.6.2 · Aug 6, 20262.6.3 · Aug 13, 20262.6.4 · Aug 17, 20262.6.5 · Aug 21, 20262.6.6 · Aug 22, 20262.7.0 · Aug 25, 20262.7.1 · Aug 26, 20262.7.2 · Aug 26, 20262.7.3 · Aug 26, 20262.7.4 · Aug 27, 20262.7.5 · Aug 27, 20263.0.0 · Sep 10, 20263.1.0 · Sep 30, 20263.2.0 · Oct 9, 2026Aug 6, 2026Oct 9, 2026
VersionPublished
3.2.0Oct 9, 2026
3.1.0Sep 30, 2026
3.0.0Sep 10, 2026
2.7.5Aug 27, 2026
2.7.4Aug 27, 2026
2.7.3Aug 26, 2026
2.7.2Aug 26, 2026
2.7.1Aug 26, 2026
2.7.0Aug 25, 2026
2.6.6Aug 22, 2026
2.6.5Aug 21, 2026
2.6.4Aug 17, 2026
2.6.3Aug 13, 2026
2.6.2Aug 6, 2026
STANDING
#578of 140,224 active serversTop 0.5%

Ranks ahead of 139,646 of 140,224 servers on MCP Toplist.

Recent momentum
+13GitHub stars since Jul 27 (+42%)
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MCP Toplist: Top 1% of 140,224
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FAQ

Frequently asked questions

Who maintains GitLab MCP Server?
GitLab MCP Server is maintained by jmrplens, which publishes 2 MCP servers (42 total versions) tracked on MCP Toplist.
Is GitLab MCP Server listed on the Official MCP Registry?
Yes — GitLab MCP Server is listed on the Official MCP Registry, alongside Glama, PulseMCP and mcp.so.
How many versions does GitLab MCP Server have?
MCP Toplist tracks 14 versions of GitLab MCP Server, most recently published on Oct 9, 2026.
Where can I find the source code for GitLab MCP Server?
The source code for GitLab MCP Server is hosted at github.com/jmrplens/gitlab-mcp-server.
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