Best MCP Servers for GitLab (2026)
The best MCP servers for GitLab — connect AI agents to your GitLab projects to browse code, manage issues and merge requests, and inspect pipelines.
Browse all GitLab servers →- 1All In One Model Context ProtocolnguyenvanduocitMost popular in this category on AllMCPs1 0 0
- 2RemogramCommunity pick0 0 0
- 3GitLab MCP ServerCommunity pick0 0 0
- 4Gitlab MCPCommunity pick0 0 0
- 5MCP GitlabCommunity pick0 0 0
- 6GGitlab DocsCommunity pick0 0 0
- 7Gk CligitkrakenCommunity pick3 0 0
- 8Gitlab Mr MCPkopfrechnerCommunity pick2 0 0
- 9Git MCP ServerCommunity pick1 0 0
- 10Gitlab MCP ServerjmrplensCommunity pick1 0 0
Which GitLab MCP server should you use?
If you run self-hosted GitLab, confirm the server accepts a custom instance base URL before installing — most do, but a few are hardcoded to gitlab.com and won't work against a private instance.
Prefer a project- or group-access token over a personal access token when the agent should only touch specific projects — it's revocable independently of your account and doesn't carry your full personal permissions.
Frequently asked questions about GitLab MCP servers
What is the best GitLab MCP server?
This page ranks GitLab MCP servers by real usage across the AllMCPs directory so you can pick a maintained option.
Does it work with self-hosted GitLab?
Many GitLab MCP servers accept a custom instance URL, so they work with self-hosted and gitlab.com alike. Check the listing for a base-URL setting.
Can an agent open merge requests?
Yes, with a token that has the right scope. Prefer a project- or group-scoped token over a full-access one.