GitLab MCP Server

An open-source Model Context Protocol server written in Go that allows AI assistants to interact with GitLab instances. It exposes over 850 actions on Free/CE tiers and over 1,000 on Ultimate, supporting operations like reviewing merge requests, triaging pipelines, managing issues, and drafting releases via stdio or HTTP transports.

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Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

Community listingLocal stdioSource reviewed; not executedPublished by jmrplens

You need:Create a personal access token with the api scope

Vendor documentation

Checks and signals

Each line is separate evidence, not a trust score.

Popularity 45 GitHub stars

What you can do with it

Review merge requests and risky diffs
Triage CI/CD pipelines and summarize failures
Create and assign issues with labels
Draft release notes by comparing tags

Source and maintenance

Community listingRegistry 3.4.0MIT

mcp-registry: io.github.jmrplens/gitlab-mcp-server@3.4.0 Source repository Project website

Last repository push: Nov 2, 2026, 3:07 PM UTC
Latest release: v3.4.0
Maintenance checked: Nov 2, 2026, 4:28 PM UTC

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

jmrplens-gitlab-mcp-server 3.4.0

pypiuvx

jmrplens-gitlab-mcp-server package definition

{
  "version": "3.4.0",
  "transport": "stdio",
  "identifier": "jmrplens-gitlab-mcp-server",
  "runtimeHint": "uvx",
  "registryType": "pypi",
  "registryBaseUrl": "https://pypi.org",
  "environmentVariables": [
    {
      "name": "GITLAB_URL",
      "default": "https://gitlab.com",
      "description": "GitLab instance URL (default: https://gitlab.com; set for self-managed instances)",
      "placeholder": "https://gitlab.com"
    },
    {
      "name": "GITLAB_TOKEN",
      "isRequired": true,
      "description": "GitLab Personal Access Token (glpat-...)"
    },
    {
      "name": "GITLAB_MCP_SKIP_TLS_VERIFY",
      "format": "boolean",
      "default": "false",
      "description": "Skip TLS certificate verification for self-signed certs (default: false)"
    },
    {
      "name": "GITLAB_MCP_TOOL_SURFACE",
      "choices": [
        "meta",
        "individual",
        "dynamic"
      ],
      "default": "dynamic",
      "description": "Tool catalog selector: dynamic, meta, or individual (default: dynamic)"
    },
    {
      "name": "GITLAB_MCP_CAPABILITY_SURFACE",
      "choices": [
        "full",
        "minimal"
      ],
      "default": "full",
      "description": "Resource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full"
    },
    {
      "name": "GITLAB_MCP_META_PARAM_SCHEMA",
      "choices": [
        "opaque",
        "compact",
        "full"
      ],
      "default": "opaque",
      "description": "Meta-tool input schema detail: opaque, compact, or full (default: opaque)"
    },
    {
      "name": "GITLAB_MCP_TIER",
      "choices": [
        "free",
        "ce",
        "premium",
        "ultimate"
      ],
      "description": "GitLab tier: free/ce, premium or ultimate, used as given. When unset, detected from the instance license, then from the plans of the namespaces the token administers, then, on GitLab.com, from the top-level groups the token is a member of, falling back to free. Gates Premium and Ultimate actions; GitLab.com Ultimate also serves the Orbit Knowledge Graph tools"
    },
    {
      "name": "GITLAB_MCP_READ_ONLY",
      "format": "boolean",
      "default": "false",
      "description": "Read-only mode: removes every mutating action from the served surface; reads keep working (default: false)"
    },
    {
      "name": "GITLAB_MCP_SAFE_MODE",
      "format": "boolean",
      "default": "false",
      "description": "Safe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)"
    },
    {
      "name": "GITLAB_MCP_EMBEDDED_RESOURCES",
      "format": "boolean",
      "default": "true",
      "description": "Append EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)"
    },
    {
      "name": "GITLAB_MCP_EXCLUDE_TOOLS",
      "description": "Comma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)",
      "placeholder": "gitlab_admin,gitlab_runner"
    },
    {
      "name": "GITLAB_MCP_IGNORE_SCOPES",
      "format": "boolean",
      "default": "false",
      "description": "Skip the scope filter and the read_api narrowing and register all tools regardless of token permissions; a token carrying neither read_api nor api is still refused (default: false)"
    },
    {
      "name": "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE",
      "default": "2147483648",
      "description": "Largest local file an upload or file-reading action accepts, in bytes or with a KB, MB or GB suffix (e.g. 2GB); at most 1 TB (default: 2147483648, 2 GB)"
    },
    {
      "name": "GITLAB_MCP_ALLOWED_UPLOAD_DIRS",
      "description": "Extra OS path-list-separated directories an action may read a local file from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths",
      "placeholder": "/path/to/files:/another/path/to/files"
    },
    {
      "name": "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS",
      "description": "Extra OS path-list-separated directories an action may write a downloaded file into; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths",
      "placeholder": "/path/to/downloads:/another/path/to/downloads"
    },
    {
      "name": "GITLAB_MCP_ALLOWED_IMPORT_DIRS",
      "description": "Extra OS path-list-separated directories a project or group import archive may be read from; the working directory (unless it is the filesystem root or your home directory) and the OS temp directory are always allowed. Unused in HTTP mode, which refuses local paths",
      "placeholder": "/path/to/exports:/another/path/to/exports"
    },
    {
      "name": "GITLAB_MCP_RATE_LIMIT_RPS",
      "format": "number",
      "default": "0",
      "description": "Rate limit per credential, in requests per second, on every call that reaches GitLab, with tools/list charged to a bucket of its own; 0, the default on stdio, disables it (default: 0)"
    },
    {
      "name": "GITLAB_MCP_RATE_LIMIT_BURST",
      "format": "number",
      "default": "40",
      "description": "Token-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)"
    },
    {
      "name": "GITLAB_MCP_LOG_LEVEL",
      "choices": [
        "debug",
        "info",
        "warn",
        "error"
      ],
      "default": "info",
      "description": "Logging verbosity (default: info)"
    },
    {
      "name": "GITLAB_MCP_LANGUAGE",
      "choices": [
        "en",
        "es"
      ],
      "default": "en",
      "description": "Language of the elicitation questions, form field titles and progress messages a client shows the user: en or es (default: en). What the model reads stays English"
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 2, 2026, 4:28 PM UTC · repository · passed · metadata changed · updated
Nov 2, 2026, 4:28 PM UTC · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.

Cursor configuration

{
  "mcpServers": {
    "gitlab-mcp-server-jmrplens-gitlab-mcp-server": {
      "command": "uvx",
      "args": [
        "jmrplens-gitlab-mcp-server==3.4.0"
      ],
      "env": {
        "GITLAB_URL": "<YOUR_GITLAB_URL>",
        "GITLAB_TOKEN": "<YOUR_GITLAB_TOKEN>",
        "GITLAB_MCP_SKIP_TLS_VERIFY": "<YOUR_GITLAB_MCP_SKIP_TLS_VERIFY>",
        "GITLAB_MCP_TOOL_SURFACE": "<YOUR_GITLAB_MCP_TOOL_SURFACE>",
        "GITLAB_MCP_CAPABILITY_SURFACE": "<YOUR_GITLAB_MCP_CAPABILITY_SURFACE>",
        "GITLAB_MCP_META_PARAM_SCHEMA": "<YOUR_GITLAB_MCP_META_PARAM_SCHEMA>",
        "GITLAB_MCP_TIER": "<YOUR_GITLAB_MCP_TIER>",
        "GITLAB_MCP_READ_ONLY": "<YOUR_GITLAB_MCP_READ_ONLY>",
        "GITLAB_MCP_SAFE_MODE": "<YOUR_GITLAB_MCP_SAFE_MODE>",
        "GITLAB_MCP_EMBEDDED_RESOURCES": "<YOUR_GITLAB_MCP_EMBEDDED_RESOURCES>",
        "GITLAB_MCP_EXCLUDE_TOOLS": "<YOUR_GITLAB_MCP_EXCLUDE_TOOLS>",
        "GITLAB_MCP_IGNORE_SCOPES": "<YOUR_GITLAB_MCP_IGNORE_SCOPES>",
        "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE": "<YOUR_GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>",
        "GITLAB_MCP_ALLOWED_UPLOAD_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_UPLOAD_DIRS>",
        "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>",
        "GITLAB_MCP_ALLOWED_IMPORT_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_IMPORT_DIRS>",
        "GITLAB_MCP_RATE_LIMIT_RPS": "<YOUR_GITLAB_MCP_RATE_LIMIT_RPS>",
        "GITLAB_MCP_RATE_LIMIT_BURST": "<YOUR_GITLAB_MCP_RATE_LIMIT_BURST>",
        "GITLAB_MCP_LOG_LEVEL": "<YOUR_GITLAB_MCP_LOG_LEVEL>",
        "GITLAB_MCP_LANGUAGE": "<YOUR_GITLAB_MCP_LANGUAGE>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.

Cline configuration

{
  "mcpServers": {
    "gitlab-mcp-server-jmrplens-gitlab-mcp-server": {
      "command": "uvx",
      "args": [
        "jmrplens-gitlab-mcp-server==3.4.0"
      ],
      "env": {
        "GITLAB_URL": "<YOUR_GITLAB_URL>",
        "GITLAB_TOKEN": "<YOUR_GITLAB_TOKEN>",
        "GITLAB_MCP_SKIP_TLS_VERIFY": "<YOUR_GITLAB_MCP_SKIP_TLS_VERIFY>",
        "GITLAB_MCP_TOOL_SURFACE": "<YOUR_GITLAB_MCP_TOOL_SURFACE>",
        "GITLAB_MCP_CAPABILITY_SURFACE": "<YOUR_GITLAB_MCP_CAPABILITY_SURFACE>",
        "GITLAB_MCP_META_PARAM_SCHEMA": "<YOUR_GITLAB_MCP_META_PARAM_SCHEMA>",
        "GITLAB_MCP_TIER": "<YOUR_GITLAB_MCP_TIER>",
        "GITLAB_MCP_READ_ONLY": "<YOUR_GITLAB_MCP_READ_ONLY>",
        "GITLAB_MCP_SAFE_MODE": "<YOUR_GITLAB_MCP_SAFE_MODE>",
        "GITLAB_MCP_EMBEDDED_RESOURCES": "<YOUR_GITLAB_MCP_EMBEDDED_RESOURCES>",
        "GITLAB_MCP_EXCLUDE_TOOLS": "<YOUR_GITLAB_MCP_EXCLUDE_TOOLS>",
        "GITLAB_MCP_IGNORE_SCOPES": "<YOUR_GITLAB_MCP_IGNORE_SCOPES>",
        "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE": "<YOUR_GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>",
        "GITLAB_MCP_ALLOWED_UPLOAD_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_UPLOAD_DIRS>",
        "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>",
        "GITLAB_MCP_ALLOWED_IMPORT_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_IMPORT_DIRS>",
        "GITLAB_MCP_RATE_LIMIT_RPS": "<YOUR_GITLAB_MCP_RATE_LIMIT_RPS>",
        "GITLAB_MCP_RATE_LIMIT_BURST": "<YOUR_GITLAB_MCP_RATE_LIMIT_BURST>",
        "GITLAB_MCP_LOG_LEVEL": "<YOUR_GITLAB_MCP_LOG_LEVEL>",
        "GITLAB_MCP_LANGUAGE": "<YOUR_GITLAB_MCP_LANGUAGE>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.

VS Code configuration

{
  "servers": {
    "gitlab-mcp-server-jmrplens-gitlab-mcp-server": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "jmrplens-gitlab-mcp-server==3.4.0"
      ],
      "env": {
        "GITLAB_URL": "<YOUR_GITLAB_URL>",
        "GITLAB_TOKEN": "<YOUR_GITLAB_TOKEN>",
        "GITLAB_MCP_SKIP_TLS_VERIFY": "<YOUR_GITLAB_MCP_SKIP_TLS_VERIFY>",
        "GITLAB_MCP_TOOL_SURFACE": "<YOUR_GITLAB_MCP_TOOL_SURFACE>",
        "GITLAB_MCP_CAPABILITY_SURFACE": "<YOUR_GITLAB_MCP_CAPABILITY_SURFACE>",
        "GITLAB_MCP_META_PARAM_SCHEMA": "<YOUR_GITLAB_MCP_META_PARAM_SCHEMA>",
        "GITLAB_MCP_TIER": "<YOUR_GITLAB_MCP_TIER>",
        "GITLAB_MCP_READ_ONLY": "<YOUR_GITLAB_MCP_READ_ONLY>",
        "GITLAB_MCP_SAFE_MODE": "<YOUR_GITLAB_MCP_SAFE_MODE>",
        "GITLAB_MCP_EMBEDDED_RESOURCES": "<YOUR_GITLAB_MCP_EMBEDDED_RESOURCES>",
        "GITLAB_MCP_EXCLUDE_TOOLS": "<YOUR_GITLAB_MCP_EXCLUDE_TOOLS>",
        "GITLAB_MCP_IGNORE_SCOPES": "<YOUR_GITLAB_MCP_IGNORE_SCOPES>",
        "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE": "<YOUR_GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>",
        "GITLAB_MCP_ALLOWED_UPLOAD_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_UPLOAD_DIRS>",
        "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>",
        "GITLAB_MCP_ALLOWED_IMPORT_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_IMPORT_DIRS>",
        "GITLAB_MCP_RATE_LIMIT_RPS": "<YOUR_GITLAB_MCP_RATE_LIMIT_RPS>",
        "GITLAB_MCP_RATE_LIMIT_BURST": "<YOUR_GITLAB_MCP_RATE_LIMIT_BURST>",
        "GITLAB_MCP_LOG_LEVEL": "<YOUR_GITLAB_MCP_LOG_LEVEL>",
        "GITLAB_MCP_LANGUAGE": "<YOUR_GITLAB_MCP_LANGUAGE>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.

Claude Desktop configuration

{
  "mcpServers": {
    "gitlab-mcp-server-jmrplens-gitlab-mcp-server": {
      "command": "uvx",
      "args": [
        "jmrplens-gitlab-mcp-server==3.4.0"
      ],
      "env": {
        "GITLAB_URL": "<YOUR_GITLAB_URL>",
        "GITLAB_TOKEN": "<YOUR_GITLAB_TOKEN>",
        "GITLAB_MCP_SKIP_TLS_VERIFY": "<YOUR_GITLAB_MCP_SKIP_TLS_VERIFY>",
        "GITLAB_MCP_TOOL_SURFACE": "<YOUR_GITLAB_MCP_TOOL_SURFACE>",
        "GITLAB_MCP_CAPABILITY_SURFACE": "<YOUR_GITLAB_MCP_CAPABILITY_SURFACE>",
        "GITLAB_MCP_META_PARAM_SCHEMA": "<YOUR_GITLAB_MCP_META_PARAM_SCHEMA>",
        "GITLAB_MCP_TIER": "<YOUR_GITLAB_MCP_TIER>",
        "GITLAB_MCP_READ_ONLY": "<YOUR_GITLAB_MCP_READ_ONLY>",
        "GITLAB_MCP_SAFE_MODE": "<YOUR_GITLAB_MCP_SAFE_MODE>",
        "GITLAB_MCP_EMBEDDED_RESOURCES": "<YOUR_GITLAB_MCP_EMBEDDED_RESOURCES>",
        "GITLAB_MCP_EXCLUDE_TOOLS": "<YOUR_GITLAB_MCP_EXCLUDE_TOOLS>",
        "GITLAB_MCP_IGNORE_SCOPES": "<YOUR_GITLAB_MCP_IGNORE_SCOPES>",
        "GITLAB_MCP_UPLOAD_MAX_FILE_SIZE": "<YOUR_GITLAB_MCP_UPLOAD_MAX_FILE_SIZE>",
        "GITLAB_MCP_ALLOWED_UPLOAD_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_UPLOAD_DIRS>",
        "GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_DOWNLOAD_DIRS>",
        "GITLAB_MCP_ALLOWED_IMPORT_DIRS": "<YOUR_GITLAB_MCP_ALLOWED_IMPORT_DIRS>",
        "GITLAB_MCP_RATE_LIMIT_RPS": "<YOUR_GITLAB_MCP_RATE_LIMIT_RPS>",
        "GITLAB_MCP_RATE_LIMIT_BURST": "<YOUR_GITLAB_MCP_RATE_LIMIT_BURST>",
        "GITLAB_MCP_LOG_LEVEL": "<YOUR_GITLAB_MCP_LOG_LEVEL>",
        "GITLAB_MCP_LANGUAGE": "<YOUR_GITLAB_MCP_LANGUAGE>"
      }
    }
  }
}

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