GitLab MCP Server

Name: GitLab MCP Server
Author: zereight

作者：zereight版本 2.3.22i★ 2,085i在你的电脑上运行

注册名称io.github.zereight/gitlab-mcp

安装

概览

作者提供的说明（英文原文）

GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more.

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数：意见、测量和人气是不同的东西。

用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
我们的基础检查i3 项中通过 3 项依据公开信息检查；尚未扫描代码
使用情况i正在增长★ 2,085

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

连接方式: 在你的电脑上运行
传输方式: stdio
分类: 开发者工具
你需要填写：GITLAB_PERSONAL_ACCESS_TOKEN, GITLAB_JOB_TOKEN

安装

选择你使用的 AI 应用，然后复制设置。

安装之前

基础检查：3 项中通过 3 项
在你的电脑上运行，拥有你的用户账户的权限（文件、网络、应用）。
需要你自己填写： GITLAB_PERSONAL_ACCESS_TOKEN, GITLAB_PERSONAL_ACCESS_TOKEN_FILE, GITLAB_JOB_TOKEN, GITLAB_AUTH_COOKIE_PATH, GITLAB_USE_OAUTH, GITLAB_OAUTH_CLIENT_ID, GITLAB_OAUTH_TOKEN_SCRIPT, GITLAB_API_URL, GITLAB_ALLOWED_PROJECT_IDS, GITLAB_PERMISSION_MODE, GITLAB_TOOLSETS, GITLAB_TOOLS, GITLAB_DENIED_TOOLS_REGEX, GITLAB_TOOL_POLICY_APPROVE, GITLAB_TOOL_POLICY_HIDDEN, NODE_TLS_REJECT_UNAUTHORIZED, GITLAB_CA_CERT_PATH, GITLAB_MASKING_ENABLED, GITLAB_MASKING_CONFIG, GITLAB_MASKING_POLICY_FILE, GITLAB_MASKING_WORKSPACE_DIR

标为机密的值是你账户的钥匙。千万不要分享给别人，也不要粘贴到聊天里。

你需要

npm已安装 Node.js（用于 npx 命令）

你用的是哪个应用？

ClaudeClaude CodeCursorVS CodeChatGPT

在上方选择你的应用。我们会记住它，下次按钮会显示“安装到 …”。

打开 Claude Desktop → Settings → Developer → Edit Config，把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "gitlab": {
      "command": "npx",
      "args": [
        "-y",
        "@zereight/mcp-gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "your-value",
        "GITLAB_PERSONAL_ACCESS_TOKEN_FILE": "your-value",
        "GITLAB_JOB_TOKEN": "your-value",
        "GITLAB_AUTH_COOKIE_PATH": "your-value",
        "GITLAB_USE_OAUTH": "your-value",
        "GITLAB_OAUTH_CLIENT_ID": "your-value",
        "GITLAB_OAUTH_TOKEN_SCRIPT": "your-value",
        "GITLAB_API_URL": "your-value",
        "GITLAB_ALLOWED_PROJECT_IDS": "your-value",
        "GITLAB_PERMISSION_MODE": "your-value",
        "GITLAB_TOOLSETS": "your-value",
        "GITLAB_TOOLS": "your-value",
        "GITLAB_DENIED_TOOLS_REGEX": "your-value",
        "GITLAB_TOOL_POLICY_APPROVE": "your-value",
        "GITLAB_TOOL_POLICY_HIDDEN": "your-value",
        "NODE_TLS_REJECT_UNAUTHORIZED": "your-value",
        "GITLAB_CA_CERT_PATH": "your-value",
        "GITLAB_MASKING_ENABLED": "your-value",
        "GITLAB_MASKING_CONFIG": "your-value",
        "GITLAB_MASKING_POLICY_FILE": "your-value",
        "GITLAB_MASKING_WORKSPACE_DIR": "your-value"
      }
    }
  }
}

在终端中运行这条命令

claude mcp add gitlab --env GITLAB_PERSONAL_ACCESS_TOKEN=your-value --env GITLAB_PERSONAL_ACCESS_TOKEN_FILE=your-value --env GITLAB_JOB_TOKEN=your-value --env GITLAB_AUTH_COOKIE_PATH=your-value --env GITLAB_USE_OAUTH=your-value --env GITLAB_OAUTH_CLIENT_ID=your-value --env GITLAB_OAUTH_TOKEN_SCRIPT=your-value --env GITLAB_API_URL=your-value --env GITLAB_ALLOWED_PROJECT_IDS=your-value --env GITLAB_PERMISSION_MODE=your-value --env GITLAB_TOOLSETS=your-value --env GITLAB_TOOLS=your-value --env GITLAB_DENIED_TOOLS_REGEX=your-value --env GITLAB_TOOL_POLICY_APPROVE=your-value --env GITLAB_TOOL_POLICY_HIDDEN=your-value --env NODE_TLS_REJECT_UNAUTHORIZED=your-value --env GITLAB_CA_CERT_PATH=your-value --env GITLAB_MASKING_ENABLED=your-value --env GITLAB_MASKING_CONFIG=your-value --env GITLAB_MASKING_POLICY_FILE=your-value --env GITLAB_MASKING_WORKSPACE_DIR=your-value -- npx -y @zereight/mcp-gitlab

运行前请先填写空着的值。

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "gitlab": {
      "command": "npx",
      "args": [
        "-y",
        "@zereight/mcp-gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "your-value",
        "GITLAB_PERSONAL_ACCESS_TOKEN_FILE": "your-value",
        "GITLAB_JOB_TOKEN": "your-value",
        "GITLAB_AUTH_COOKIE_PATH": "your-value",
        "GITLAB_USE_OAUTH": "your-value",
        "GITLAB_OAUTH_CLIENT_ID": "your-value",
        "GITLAB_OAUTH_TOKEN_SCRIPT": "your-value",
        "GITLAB_API_URL": "your-value",
        "GITLAB_ALLOWED_PROJECT_IDS": "your-value",
        "GITLAB_PERMISSION_MODE": "your-value",
        "GITLAB_TOOLSETS": "your-value",
        "GITLAB_TOOLS": "your-value",
        "GITLAB_DENIED_TOOLS_REGEX": "your-value",
        "GITLAB_TOOL_POLICY_APPROVE": "your-value",
        "GITLAB_TOOL_POLICY_HIDDEN": "your-value",
        "NODE_TLS_REJECT_UNAUTHORIZED": "your-value",
        "GITLAB_CA_CERT_PATH": "your-value",
        "GITLAB_MASKING_ENABLED": "your-value",
        "GITLAB_MASKING_CONFIG": "your-value",
        "GITLAB_MASKING_POLICY_FILE": "your-value",
        "GITLAB_MASKING_WORKSPACE_DIR": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "gitlab": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@zereight/mcp-gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "your-value",
        "GITLAB_PERSONAL_ACCESS_TOKEN_FILE": "your-value",
        "GITLAB_JOB_TOKEN": "your-value",
        "GITLAB_AUTH_COOKIE_PATH": "your-value",
        "GITLAB_USE_OAUTH": "your-value",
        "GITLAB_OAUTH_CLIENT_ID": "your-value",
        "GITLAB_OAUTH_TOKEN_SCRIPT": "your-value",
        "GITLAB_API_URL": "your-value",
        "GITLAB_ALLOWED_PROJECT_IDS": "your-value",
        "GITLAB_PERMISSION_MODE": "your-value",
        "GITLAB_TOOLSETS": "your-value",
        "GITLAB_TOOLS": "your-value",
        "GITLAB_DENIED_TOOLS_REGEX": "your-value",
        "GITLAB_TOOL_POLICY_APPROVE": "your-value",
        "GITLAB_TOOL_POLICY_HIDDEN": "your-value",
        "NODE_TLS_REJECT_UNAUTHORIZED": "your-value",
        "GITLAB_CA_CERT_PATH": "your-value",
        "GITLAB_MASKING_ENABLED": "your-value",
        "GITLAB_MASKING_CONFIG": "your-value",
        "GITLAB_MASKING_POLICY_FILE": "your-value",
        "GITLAB_MASKING_WORKSPACE_DIR": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

这个服务器在你的电脑上运行，而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上，无需账户。

需要你填写的值

GITLAB_PERSONAL_ACCESS_TOKEN 机密 env
GitLab personal access token for local stdio use. A non-empty value overrides GITLAB_PERSONAL_ACCESS_TOKEN_FILE. One of this token, GITLAB_PERSONAL_ACCESS_TOKEN_FILE, GITLAB_JOB_TOKEN, GITLAB_AUTH_CO…
GITLAB_PERSONAL_ACCESS_TOKEN_FILE env
Path to a file that contains the personal access token. Read once at startup and trimmed. Ignored when GITLAB_PERSONAL_ACCESS_TOKEN or --token is non-empty. A missing, unreadable, or empty file stops…
GITLAB_JOB_TOKEN 机密 env
Optional GitLab CI job token to use instead of a personal access token when running inside GitLab CI.
GITLAB_AUTH_COOKIE_PATH env
Optional path to a GitLab authentication cookie file for cookie-based authentication.
GITLAB_USE_OAUTH env
Set to true to start with GitLab OAuth instead of a personal access token, job token, or cookie file.
GITLAB_OAUTH_CLIENT_ID env
GitLab OAuth application ID. When GITLAB_USE_OAUTH=true, set this or GITLAB_OAUTH_TOKEN_SCRIPT.
GITLAB_OAUTH_TOKEN_SCRIPT env
Command that prints an OAuth access token. When GITLAB_USE_OAUTH=true, set this or GITLAB_OAUTH_CLIENT_ID.
GITLAB_API_URL env
GitLab API base URL. Use https://gitlab.com/api/v4 for GitLab.com or your self-managed GitLab API URL.
GITLAB_ALLOWED_PROJECT_IDS env
Optional comma-separated list of GitLab project IDs that this server is allowed to access.
GITLAB_PERMISSION_MODE env
Tool exposure. Allowed values are readonly, modify, and full. Unset uses full. readonly keeps read-only tools. modify blocks delete and teardown tools.
GITLAB_TOOLSETS env
Optional comma-separated toolset ids (projects, issues, merge_requests, …). Unset keeps the lean core default plus discover_tools. Do not set all unless you accept loading ~all schemas (~73k tokens).
GITLAB_TOOLS env
Optional comma-separated list of individual tool names to add on top of enabled toolsets.
GITLAB_DENIED_TOOLS_REGEX env
Optional regular expression used to hide matching tools from the server.
GITLAB_TOOL_POLICY_APPROVE env
Optional comma-separated list of tool names that require explicit approval before execution.
GITLAB_TOOL_POLICY_HIDDEN env
Optional comma-separated list of tool names to hide from tools/list.
NODE_TLS_REJECT_UNAUTHORIZED env
Set to 0 only when you intentionally need to connect to a GitLab instance with invalid or self-signed TLS certificates.
GITLAB_CA_CERT_PATH env
Optional path to a custom CA certificate file for self-managed GitLab instances.
GITLAB_MASKING_ENABLED env
Set to true to mask text tool results and returned errors using built-in or configured rules.
GITLAB_MASKING_CONFIG env
Optional path to a response-masking JSON configuration file.
GITLAB_MASKING_POLICY_FILE env
Optional protected server-owned JSON file containing managed masking policies.
GITLAB_MASKING_WORKSPACE_DIR env
Directory used to resolve response-masking configuration paths.

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同，请以 README 为准。

它能做什么

它在你的电脑上运行；安装后，工具列表会显示在你的 AI 应用中。

基础检查i

我们检查的是任何人都能看到的信息；我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日

✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 zereight 验证，该账户拥有此仓库
✓ 通过
仍在维护
代码最后更新于昨天
✓ 通过
有许可证
使用 MIT
– 不适用
端点有响应
它在你的电脑上运行，没有互联网端点
– 不适用
使用 OAuth 登录
在你的电脑上运行，改用本地设置
… 尚未检查
工具描述中没有隐藏指令
它在你的电脑上运行；我们只能读取互联网端点的工具列表

与“开发者工具”中的其他服务器比较i

星标数多于此分类中其他 1389 个服务器的 100%
发布到注册中心的时间比此分类中其他 1389 个服务器的 96% 更新
基础检查结果等于或优于此分类中其他 1389 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时，星标数才计入。

常见问题

GitLab MCP Server 安全吗？

它在 3 项适用的基础检查中通过了 3 项。我们没有阅读代码。在添加密钥或令牌之前，请先看看这个服务器要求哪些权限，并使用只具备所需权限的密钥。

它需要哪些密钥或代码？

你需要填写：GITLAB_PERSONAL_ACCESS_TOKEN, GITLAB_JOB_TOKEN

它在我的电脑上运行还是在云端？

它在你的电脑上运行。你的 AI 应用会在需要时启动它，数据不会经过作者的服务器（除非它自己调用在线服务）。

它还在维护吗？

GitHub 仓库最后更新于昨天，最新版本（2.3.22）于昨天进入注册中心。

哪些应用可以使用它？

支持 MCP 的应用，例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js, Docker。

有什么可以替代它？

同一分类中有：GitHub, Desktop Commander, Cloudflare MCP

替代选择

同一分类中其他作者的服务器，按星标数排序。

如何看卡片：★ GitHub 星标i三大支柱：评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

GitHub

作者：github

Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.

电脑或云端★ 34,245MIT3天前更新

安装

Desktop Commander

作者：wonderwhy-er

MCP server for terminal commands, file operations, and process management

在你的电脑上运行★ 10,225MIT15天前更新

安装

Cloudflare MCP

作者：cloudflare

Cloudflare MCP servers

在云端运行★ 4,446Apache-2.014个月前更新

安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

GitLab MCP Server

English | 한국어 | 简体中文 | Português (Brasil)

📖 [Documentation →](https://zereight.github.io/gitlab-mcp/) · llms.txt · llms-full.txt

Default: 40 tools (38 core + discover_tools + help). 288 tools exist in total (285 in toolsets + execute_graphql + discover_tools + help). Start lean; call discover_tools to activate more for this session.

Token budget: MCP clients send the whole tools/list to the model at session start. Keep the default (~40 tools, ~12k schema tokens). Call discover_tools to activate a category for this session (session-only; with OAUTH_STATELESS_MODE=true persist a named GITLAB_TOOLSETS list), or use Skill + CLI and skip MCP schemas. Do not set `GITLAB_TOOLSETS=all` — it loads ~all tools and costs ~73k schema tokens. See tools/list size and comparison.

Install the zereight-mcp-gitlab binary first with npm install -g @zereight/mcp-gitlab, or Homebrew brew tap zereight/gitlab-mcp https://github.com/zereight/gitlab-mcp and brew install zereight/gitlab-mcp/zereight-mcp-gitlab. Official MCP Registry listing: io.github.zereight/gitlab-mcp. One-liner: npx -y @zereight/mcp-gitlab@latest.

Without → With

Without this MCP	With this MCP
Paste MR URLs and diffs into chat	`list_merge_request_changed_files` → batched `get_merge_request_file_diff`
Hunt job logs in the GitLab UI	`get_pipeline_job_output` with pagination
Re-explain the project path every turn	`project_id=group%2Fproject` and `merge_request_iid=123`

Three install paths

Path	When	How
Local IDE	Cursor, Claude Code, Codex on your machine	stdio + PAT or local OAuth
Shared HTTP	Team or hosted MCP	Streamable HTTP URL + remote auth or MCP OAuth
Claude.ai	Claude web connectors	Public HTTPS + `GITLAB_MCP_OAUTH`

Install

Install the binary first (npm install -g @zereight/mcp-gitlab, or Homebrew brew tap zereight/gitlab-mcp https://github.com/zereight/gitlab-mcp then brew install zereight/gitlab-mcp/zereight-mcp-gitlab). Read the token without echo:

read -rs GITLAB_PERSONAL_ACCESS_TOKEN && export GITLAB_PERSONAL_ACCESS_TOKEN

# Claude Code

claude mcp add gitlab --transport stdio --scope local --env GITLAB_PERSONAL_ACCESS_TOKEN="$GITLAB_PERSONAL_ACCESS_TOKEN" --env GITLAB_API_URL=https://gitlab.com/api/v4 -- zereight-mcp-gitlab

Codex

codex mcp add gitlab --env GITLAB_PERSONAL_ACCESS_TOKEN="$GITLAB_PERSONAL_ACCESS_TOKEN" --env GITLAB_API_URL=https://gitlab.com/api/v4 -- zereight-mcp-gitlab

Other clients: VS Code · GitHub Copilot · JSON clients · Cursor details

Agent paste-prompt

Copy this into an agent that can edit MCP config:

Install the GitLab MCP server (@zereight/mcp-gitlab) for this workspace.

Binary: zereight-mcp-gitlab (npm i -g @zereight/mcp-gitlab, or npx -y @zereight/mcp-gitlab@latest). Auth: GITLAB_PERSONAL_ACCESS_TOKEN plus GITLAB_API_URL=https://gitlab.com/api/v4 (or GITLAB_USE_OAUTH=true). Local: claude mcp add gitlab --transport stdio --scope local --env GITLAB_PERSONAL_ACCESS_TOKEN="$GITLAB_PERSONAL_ACCESS_TOKEN" --env GITLAB_API_URL=https://gitlab.com/api/v4 -- zereight-mcp-gitlab Or: codex mcp add gitlab --env GITLAB_PERSONAL_ACCESS_TOKEN="$GITLAB_PERSONAL_ACCESS_TOKEN" --env GITLAB_API_URL=https://gitlab.com/api/v4 -- zereight-mcp-gitlab Cursor: use the README deeplink or docs/clients/cursor.md. Remote HTTP: point the client at https://mcp.example.com/mcp (Streamable HTTP). Claude.ai needs GITLAB_MCP_OAUTH on that host. Default list: 40 tools (38 core + discover_tools + help). Call discover_tools to expand. Do not set GITLAB_TOOLSETS=all (loads ~all schemas, ~73k tokens). Do not enable the api toolset unless you accept its bypass risk. Equal non-MCP path: npx skills add zereight/gitlab-mcp --skill gitlab-mcp-skill plus the zereight-mcp-gitlab CLI.

Remote HTTP

First-class option for a hosted or self-hosted server. Point the client at a Streamable HTTP URL:

"mcpServers": { "gitlab": { "type": "http", "url": "https://mcp.example.com/mcp" } } }

Hosted / Claude.ai: GITLAB_MCP_OAUTH=true on the server (see MCP OAuth)
Per-user PAT headers: REMOTE_AUTHORIZATION=true (see Remote Authorization)
Local Docker examples are in Usage

Skill + CLI (no MCP required)

Skill + CLI is an equal path, not a fallback. Same workflows, full payloads in a terminal, no MCP registration.

npx skills add zereight/gitlab-mcp --skill gitlab-mcp-skill

zereight-mcp-gitlab user whoami zereight-mcp-gitlab mr list

See CLI without MCP and skills/gitlab-mcp/.

MCP vs Human CLI

Use MCP when	Use the CLI when
The agent needs structured tools in chat	You need the full payload (diffs, logs, artifacts)
`jmespath` or compact results are enough	`GITLAB_MCP_COMPACT_RESULTS` is on and you want the rest in a terminal
You already registered the server	You have a PAT or ran `auth` and do not want MCP

Human CLI is never compacted. Destructive tools and GITLAB_TOOL_POLICY_APPROVE tools need --yes.

Tips

project_id is a numeric ID or a URL-encoded path. Example: group group, project project, merge request !123 → project_id=group%2Fproject, merge_request_iid=123. Nested groups use %2F between every segment (group%2Fsubgroup%2Fproject).

FAQ

How do I authenticate? Local desktop: GITLAB_PERSONAL_ACCESS_TOKEN (or GITLAB_PERSONAL_ACCESS_TOKEN_FILE) is the simplest. Local OAuth is GITLAB_USE_OAUTH=true. Remote Claude.ai uses GITLAB_MCP_OAUTH. Multi-user HTTP uses REMOTE_AUTHORIZATION and a per-request token header.

Why do I only see ~40 tools? The default core toolset is 38 tools plus always-on discover_tools and help. That is intentional: a client sends every listed schema to the model up front. Call discover_tools with no args to list categories, then pass a category (pipelines, wiki, …) to activate it for this session. Session-only; with OAUTH_STATELESS_MODE=true persist a named GITLAB_TOOLSETS list. Do not set `GITLAB_TOOLSETS=all` — it loads ~all schemas (~73k tokens) and still does not enable api.

Local OAuth vs MCP OAuth vs remote auth? Local OAuth opens a browser on the same machine as the server. MCP OAuth is for a public HTTPS server and clients such as Claude.ai. Remote authorization forwards the caller's PAT or job token; there is no OAuth dance.

How do I shrink huge replies? Pass jmespath on any tool call. Or set GITLAB_MCP_COMPACT_RESULTS=true so oversized MCP replies become a preview plus a CLI command. Use the CLI when you need the full payload.

Why is the `api` toolset dangerous? gitlab_api_request bypasses group/project allowlists, other tool filters, and per-tool safety checks. Prompt injection can drive it. Enable it only by listing api in GITLAB_TOOLSETS. all, discover_tools, and GITLAB_TOOLS do not.

Cursor rule / CLAUDE.md snippet

GitLab merge requests, issues, and pipelines go through this MCP (@zereight/mcp-gitlab).

Start with the default core tools. Call discover_tools to expand. Do not set GITLAB_TOOLSETS=all. Prefer list_merge_request_changed_files, then batched get_merge_request_file_diff. Use jmespath or compact results; use the CLI for full diffs and job logs.

@zereight/mcp-gitlab

Agent-workflow-optimized GitLab MCP — manage projects, merge requests, issues, pipelines, wiki, releases, tags, milestones, and more through stdio, SSE, and Streamable HTTP.

Supports PAT, OAuth, read-only mode, dynamic API URLs, and remote authorization for VS Code, Claude, Cursor, Copilot, and other MCP clients.

Why use this GitLab MCP?

Default 40 tools (38 `core` + `discover_tools` + `help`); 288 total — start lean; call discover_tools to activate more without CQRS-style grouping. GITLAB_TOOLSETS=all loads ~all schemas (~73k tokens); prefer discover-on-demand or Skill + CLI
MR 2-step review — list_merge_request_changed_files → batched get_merge_request_file_diff
Agent Skill built in — workflow guidance in skills/gitlab-mcp/
Flexible auth — Personal Access Token, local OAuth2 browser flow, MCP OAuth proxy, and per-request remote authorization
Multiple transports — stdio for local clients, SSE for legacy clients, and Streamable HTTP for modern remote deployments
Client-friendly setup — examples for Claude Code, Codex, Antigravity, OpenCode, Copilot, Cline, Roo Code, Cursor, Kilo Code, and Amp Code
Self-hosted ready — works with custom GitLab instances, proxy settings, and dynamic API URL routing
JMESPath result filtering — optional jmespath on tool calls (see tools/list) shrinks JSON results without changing GitLab API requests; when response masking is enabled, JMESPath runs on masked data.

How we compare

	@zereight/mcp-gitlab	GitLab MCP A (community CQRS-style)	GitLab official MCP server
Best for	AI agent workflows	Enterprise multi-instance / grouped tools	Built into GitLab, no separate install
Tool model	288 tools: 285 in toolsets + `execute_graphql` + `discover_tools` + `help`	~50–60 grouped `browse_` / `manage_` tools

只显示了开头部分；其余内容请在仓库中阅读

GitLab MCP Server

概览

PopNx MCP 的三大支柱

它能帮你做什么

安装

安装之前

需要你填写的值

它能做什么

基础检查i

作者与仓库一致

仍在维护

有许可证

端点有响应

使用 OAuth 登录

工具描述中没有隐藏指令

与“开发者工具”中的其他服务器比较i

常见问题

替代选择

GitHub

Desktop Commander

Cloudflare MCP

作者的 README

GitLab MCP Server

Without → With

Three install paths

Install

Codex

Agent paste-prompt

Remote HTTP

Skill + CLI (no MCP required)

MCP vs Human CLI

Tips

FAQ

Cursor rule / CLAUDE.md snippet

@zereight/mcp-gitlab

Why use this GitLab MCP?

How we compare