io.github.jmrplens由 GitHub 账号 jmrplens 发布v3.4.0更新于 Oct 31, 2026
Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate.
发布方自己的服务：Gitlab
GitLab MCP 服务器，通过两个发现工具访问数百个 GitLab 操作，涵盖项目、合并请求、议题、流水线与发布。
Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。
把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体，或 SourceWeft 对话中。智能体会读取该服务器的安装指南，先向你展示发布者、端点和登录方式，经你同意后再把它添加到你的客户端。密钥不会写进任何命令。
阅读 https://sourceweft.com/mcp/io.github.jmrplens%2Fgitlab-mcp-server/install.md，并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前，先告诉我它的发布者、端点和登录方式，等我确认。不要把 API 密钥写进命令或我会提交的文件；问我密钥应从哪里获取。把它添加到你客户端的 mcpServers 配置中。 客户端会在首次连接时完成 OAuth 登录。
{
"mcpServers": {
"gitlab": {
"type": "http",
"url": "https://mcp.jmrp.io/gitlab"
}
}
}[GitLab MCP Server: GitLab for your AI assistant, one action catalog, three MCP tool surfaces]
All of GitLab for your AI assistant. Up to 1,103 actions over GitLab's REST and GraphQL APIs, from Free to Ultimate and on GitLab.com, in one self-contained binary that works with Claude, Cursor, VS Code, Codex and any other MCP client. You ask in plain language; it does the GitLab work.
11,396 tokens of startup context by default, the same on every GitLab tier (1,994 with GITLAB_MCP_CAPABILITY_SURFACE=minimal). Two tools reach the whole catalog, where listing every tool as its own costs from 558,319 to 715,378 tokens. Measured with the cl100k_base tokenizer and checked in CI. How it is measured
"Review merge request !15: is it safe to merge?" · "Why did the last pipeline fail?" · "List open issues assigned to me" · "Generate release notes from v1.0 to v2.0"
api, or read_api for the actions GitLab accepts from it; a fine-grained token, judged action by action from its grant; OAuth in HTTP mode. Each action's tool reference entry says which scope and which fine-grained permissions it needs.The buttons register the Docker image, so they need Docker; the Claude Desktop row downloads a native extension instead. Create a personal access token with the api scope (or read_api for the actions GitLab accepts from it; add GITLAB_MCP_READ_ONLY=true when nothing may be written).
Claude Code. The registration command never carries the token: -e GITLAB_TOKEN forwards it from the environment Claude Code hands docker.
Any other client runs one of these as the server's command, with GITLAB_TOKEN in the environment it passes:
For a self-managed instance, set GITLAB_URL=https://gitlab.example.com beside the token; with the Docker image, also forward it by adding -e GITLAB_URL to the docker arguments, since the container receives only the variables named there (Docker install). Every channel, per-client configuration and verification step is in the installation guide, and an assistant installing it for you will find the same in llms.txt.
To try it first, a public instance runs at https://mcp.jmrp.io/gitlab, and the browser inspector calls it read-only after an OAuth sign-in. Your token and every request pass through that machine, so run it yourself to keep using it; the hosted endpoint page says what it is and is not.
Everything else is at docs.jmrp.io/gitlab-mcp-server, in English and Spanish: getting started, configuration, tool surfaces, HTTP server mode, security, privacy and troubleshooting.
Packages
[npm]
[npm downloads]
[PyPI]
[PyPI downloads]
[NuGet]
[GitHub Container Registry]
[Docker Hub]
[Docker pulls]
[Go Reference]
[Hosted endpoint]
[License: MIT]
Directories
[Glama MCP Score]
[MCP Badge]
[MCP Toplist]
Contributions are welcome here on GitHub; CONTRIBUTING.md describes the workflow and how a change is reviewed, and CODE_OF_CONDUCT.md applies. GOVERNANCE.md says how decisions are made and who holds which role, and the roadmap says where the project is going. Report a vulnerability privately, as SECURITY.md describes. The server is MIT licensed (LICENSE).
Maintained by José M. Requena Plens · Project page · Hosted instance: mcp.jmrp.io/gitlab
来源：README.md，提交 a8c79c8
GitLab Execute Action
Execute one GitLab catalog action by canonical ID or alias. Always pass params as an object. Destructive actions require top-level confirm=true. Use find first only when action or params are unclear. Example: {"action":"issue.list","params":{"project_id":"group/project"}}
action必填params必填confirmGitLab Find Action
Search the local GitLab action catalog. Read-only and no GitLab API call. Use when the action ID or params are unclear. Returns schemas, hints, destructive flags, and execute examples. Example: {"query":"issue list"}
limitquery必填explain已满足适用检查项的 100%
该评分衡量此收录条目的完整程度，依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价，也不表示服务器安全或当前可用：可连通性是带日期的检查结果，评分也不包含安装量或用户评价。
com.gitlab官方发布者
Gitlab 的托管 MCP 服务，由 gitlab.com 发布；需要凭据；Streamable HTTP。
由 GitHub 账号 sumirati 发布
本地运行的 GitLab MCP 服务器，让助手在 GitLab.com 或自建实例上读取和管理项目、分支、提交、合并请求、议题与 CI/CD 流水线。
由 GitHub 账号 mmedum 发布
本地 stdio MCP 服务器，让助手以你的身份在 gitlab.com 项目中工作：议题、合并请求、评审、仓库与 CI。
由 GitHub 账号 jmshinhwa 发布
一个本地 MCP 服务器，用于标出 .gitlab-ci.yml 中在下一次 GitLab 大版本升级后会被 runner 拒绝的行。
由 GitHub 账号 mrfentmen 发布
让助手无需 API 密钥即可查询 GitLab 上的公开项目和用户信息。
export GITLAB_TOKEN=glpat-xxxxclaude mcp add gitlab --transport stdio \ -- docker run -i --rm -e GITLAB_TOKEN ghcr.io/jmrplens/gitlab-mcp-server:latestnpx -y @jmrp.io/gitlab-mcp-server # npm, nothing installed firstuvx jmrplens-gitlab-mcp-server # PyPI, nothing installed firstdnx gitlab-mcp-server # NuGet (.NET 10 SDK), nothing installed firstbrew install jmrplens/tap/gitlab-mcp-server # Homebrew, macOS and Linuxwinget install --id jmrplens.gitlab-mcp-server -e # winget, Windowsdocker run -i --rm -e GITLAB_TOKEN ghcr.io/jmrplens/gitlab-mcp-server:latest