io.github.jmrplens由 GitHub 帳號 jmrplens 發布v3.4.0更新於 Oct 31, 2026
Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate.
發布方自己的服務：Gitlab
GitLab MCP 伺服器，透過兩個探索工具存取數百個 GitLab 動作，涵蓋專案、合併請求、議題、流水線與發布。
Web executable，透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。
把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式，或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南，先向你展示發布者、端點和登入方式，經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。
閱讀 https://sourceweft.com/mcp/io.github.jmrplens%2Fgitlab-mcp-server/install.md，並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前，先告訴我它的發布者、端點和登入方式，等我確認。不要把 API 金鑰寫進命令或我會提交的檔案；問我金鑰應從哪裡取得。把它新增到你客戶端的 mcpServers 設定中。 客戶端會在首次連接時完成 OAuth 登入。
{
"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
來源：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已滿足適用檢查項的 100%
該評分衡量此收錄條目的完整程度，依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價，也不表示伺服器安全或目前可用：可連通性是帶日期的檢查結果，評分也不包含安裝量或使用者評價。
com.gitlab官方發布者
Gitlab 的託管 MCP 服務，由 gitlab.com 發布；需要憑證；Streamable HTTP。
由 GitHub 帳號 sumirati 發布
在本機執行的 GitLab MCP 伺服器，讓助理在 GitLab.com 或自架執行個體上讀取與管理專案、分支、提交、合併請求、議題與 CI/CD 流水線。
由 GitHub 帳號 mmedum 發布
本機 stdio MCP 伺服器，讓助理以你的身分在 gitlab.com 專案中工作：議題、合併請求、審查、儲存庫與 CI。
由 GitHub 帳號 jmshinhwa 發布
一個本機 MCP 伺服器，用來標出 .gitlab-ci.yml 中在下一次 GitLab 主要版本升級後會被 runner 拒絕的行。
由 GitHub 帳號 mrfentmen 發布
讓助理不需 API 金鑰就能查詢 GitLab 上的公開專案與使用者資訊。
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