GitLab MCP Server

online · 100% uptime

by jmrplens·io.github.jmrplens/gitlab-mcp-server·v3.4.0·42 stars

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Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate.

A97/100grade A

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Safety scan

A97/100

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Adoption

Growing

42 stars

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How GitLab MCP Server compares

Against every graded Developer tools MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score: 97/100; higher than 98% of 1,119 Developer tools servers
Uptime: 100%; of our recent checks; the typical remote Developer tools server answers 100%
Response time: 621 ms; faster than 18% of 443 Developer tools servers
GitHub stars: 42; more than 91% of 855 Developer tools servers

Release history: 5 versions in the registry since 2026-09-10, latest 2026-10-31, typically one every 11 days.

Install GitLab MCP Server in Claude Code, Cursor or VS Code

claude mcp add --transport http gitlab-mcp-server https://mcp.jmrp.io/gitlab

Add to Cursor

What the publisher says

From the GitLab MCP Server repository's README, as published. We do not edit it. Read it on GitHub

GitLab MCP Server

Connect your AI assistant to GitLab so it can review merge requests, triage pipelines, manage issues, and draft releases — in plain language. One static binary (or a container), 1000+ GitLab tools over the full REST + GraphQL API, working with Claude, Cursor, VS Code, and any MCP client.

You talk to your AI assistant; it does the GitLab work. No project IDs, API endpoints, or JSON to remember.

10,359 tokens of startup context by default, the same on every GitLab tier (1,694 with GITLABMCPCAPABILITYSURFACE=minimal). Two tools reach the whole catalog; measured with the cl100kbase tokenizer and verified in CI on every commit. 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"

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

GitLab MCP Server: common questions

Is GitLab MCP Server safe?: Yes, by our scan: it is graded A (97/100). Read the GitLab MCP Server safety report
How do I install GitLab MCP Server?: It runs remotely at mcp.jmrp.io. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does GitLab MCP Server need an API key?: Yes. The registry entry asks for GITLAB_TOKEN, Authorization.
Is GitLab MCP Server maintained?: The last commit was 34 days ago (2026-10-01). The latest release is v3.4.0.
Is GitLab MCP Server up?: 100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of GitLab MCP Server?: Servers from other publishers that do the same job: Gk CLI MCP server, Advanced GitLab MCP server and Grasp — Code Architecture & Dependency Analysis MCP server.
How does GitLab MCP Server compare with other Developer tools MCP servers?: safety score 97/100 (higher than 98% of 1,119 Developer tools servers); uptime 100% (of our recent checks; the typical remote Developer tools server answers 100%); response time 621 ms (faster than 18% of 443 Developer tools servers). Full comparison.

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Run it through the gateway

With the gateway added, ask your agent for it by name:

agent prompt

call io.github.jmrplens/gitlab-mcp-server → <tool>

Free per call. Metered, capped by your key, logged for reliability.

Add the gateway (gw.mcp.market)

Rating: —
Safety grade: A · 97/100
Stars: 42
Downloads/wk: –
Price: Free
Licence: MIT
Transport: Remote · mixed
Uptime: 100% · 28/28 checks
Version: 3.4.0
Category: Developer tools
Last release: 2026-10-01

Credentials it needs

GITLAB_URLGitLab instance URL (default: https://gitlab.com; set for self-managed instances)
GITLAB_TOKENsecretGitLab Personal Access Token (glpat-...)
GITLAB_MCP_SKIP_TLS_VERIFYSkip TLS certificate verification for self-signed certs (default: false)
GITLAB_MCP_TOOL_SURFACETool catalog selector: dynamic, meta, or individual (default: dynamic)
GITLAB_MCP_TIERGitLab 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
GITLAB_MCP_READ_ONLYRead-only mode: removes every mutating action from the served surface; reads keep working (default: false)
GITLAB_MCP_SAFE_MODESafe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)
GITLAB_MCP_LOG_LEVELLogging verbosity (default: info)
GITLAB_URLGitLab instance URL (default: https://gitlab.com; set for self-managed instances)
GITLAB_TOKENsecretGitLab Personal Access Token (glpat-...)
GITLAB_MCP_SKIP_TLS_VERIFYSkip TLS certificate verification for self-signed certs (default: false)
GITLAB_MCP_TOOL_SURFACETool catalog selector: dynamic, meta, or individual (default: dynamic)
GITLAB_MCP_TIERGitLab 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
GITLAB_MCP_READ_ONLYRead-only mode: removes every mutating action from the served surface; reads keep working (default: false)
GITLAB_MCP_SAFE_MODESafe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)
GITLAB_MCP_LOG_LEVELLogging verbosity (default: info)
GITLAB_URLGitLab instance URL (default: https://gitlab.com; set for self-managed instances)
GITLAB_TOKENsecretGitLab Personal Access Token (glpat-...)
GITLAB_MCP_SKIP_TLS_VERIFYSkip TLS certificate verification for self-signed certs (default: false)
GITLAB_MCP_TOOL_SURFACETool catalog selector: dynamic, meta, or individual (default: dynamic)
GITLAB_MCP_TIERGitLab 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
GITLAB_MCP_READ_ONLYRead-only mode: removes every mutating action from the served surface; reads keep working (default: false)
GITLAB_MCP_SAFE_MODESafe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)
GITLAB_MCP_LOG_LEVELLogging verbosity (default: info)
GITLAB_URLGitLab instance URL (default: https://gitlab.com; set for self-managed instances)
GITLAB_TOKENsecretGitLab Personal Access Token (glpat-...)
GITLAB_MCP_SKIP_TLS_VERIFYSkip TLS certificate verification for self-signed certs (default: false)
GITLAB_MCP_TOOL_SURFACETool catalog selector: dynamic, meta, or individual (default: dynamic)
GITLAB_MCP_CAPABILITY_SURFACEResource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full
GITLAB_MCP_META_PARAM_SCHEMAMeta-tool input schema detail: opaque, compact, or full (default: opaque)
GITLAB_MCP_TIERGitLab 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
GITLAB_MCP_READ_ONLYRead-only mode: removes every mutating action from the served surface; reads keep working (default: false)
GITLAB_MCP_SAFE_MODESafe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)
GITLAB_MCP_EMBEDDED_RESOURCESAppend EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)
GITLAB_MCP_EXCLUDE_TOOLSComma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)
GITLAB_MCP_IGNORE_SCOPESSkip 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)
GITLAB_MCP_UPLOAD_MAX_FILE_SIZELargest 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)
GITLAB_MCP_ALLOWED_UPLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_DOWNLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_IMPORT_DIRSExtra 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
GITLAB_MCP_RATE_LIMIT_RPSRate 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)
GITLAB_MCP_RATE_LIMIT_BURSTToken-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)
GITLAB_MCP_LOG_LEVELLogging verbosity (default: info)
GITLAB_MCP_LANGUAGELanguage 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
GITLAB_URLGitLab instance URL (default: https://gitlab.com; set for self-managed instances)
GITLAB_TOKENsecretGitLab Personal Access Token (glpat-...)
GITLAB_MCP_SKIP_TLS_VERIFYSkip TLS certificate verification for self-signed certs (default: false)
GITLAB_MCP_TOOL_SURFACETool catalog selector: dynamic, meta, or individual (default: dynamic)
GITLAB_MCP_CAPABILITY_SURFACEResource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full
GITLAB_MCP_META_PARAM_SCHEMAMeta-tool input schema detail: opaque, compact, or full (default: opaque)
GITLAB_MCP_TIERGitLab 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
GITLAB_MCP_READ_ONLYRead-only mode: removes every mutating action from the served surface; reads keep working (default: false)
GITLAB_MCP_SAFE_MODESafe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)
GITLAB_MCP_EMBEDDED_RESOURCESAppend EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)
GITLAB_MCP_EXCLUDE_TOOLSComma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)
GITLAB_MCP_IGNORE_SCOPESSkip 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)
GITLAB_MCP_UPLOAD_MAX_FILE_SIZELargest 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)
GITLAB_MCP_ALLOWED_UPLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_DOWNLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_IMPORT_DIRSExtra 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
GITLAB_MCP_RATE_LIMIT_RPSRate 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)
GITLAB_MCP_RATE_LIMIT_BURSTToken-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)
GITLAB_MCP_LOG_LEVELLogging verbosity (default: info)
GITLAB_MCP_LANGUAGELanguage 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
GITLAB_URLGitLab instance URL (default: https://gitlab.com; set for self-managed instances)
GITLAB_TOKENsecretGitLab Personal Access Token (glpat-...)
GITLAB_MCP_SKIP_TLS_VERIFYSkip TLS certificate verification for self-signed certs (default: false)
GITLAB_MCP_TOOL_SURFACETool catalog selector: dynamic, meta, or individual (default: dynamic)
GITLAB_MCP_CAPABILITY_SURFACEResource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full
GITLAB_MCP_META_PARAM_SCHEMAMeta-tool input schema detail: opaque, compact, or full (default: opaque)
GITLAB_MCP_TIERGitLab 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
GITLAB_MCP_READ_ONLYRead-only mode: removes every mutating action from the served surface; reads keep working (default: false)
GITLAB_MCP_SAFE_MODESafe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)
GITLAB_MCP_EMBEDDED_RESOURCESAppend EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)
GITLAB_MCP_EXCLUDE_TOOLSComma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)
GITLAB_MCP_IGNORE_SCOPESSkip 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)
GITLAB_MCP_UPLOAD_MAX_FILE_SIZELargest 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)
GITLAB_MCP_ALLOWED_UPLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_DOWNLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_IMPORT_DIRSExtra 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
GITLAB_MCP_RATE_LIMIT_RPSRate 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)
GITLAB_MCP_RATE_LIMIT_BURSTToken-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)
GITLAB_MCP_LOG_LEVELLogging verbosity (default: info)
GITLAB_MCP_LANGUAGELanguage 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
GITLAB_URLGitLab instance URL (default: https://gitlab.com; set for self-managed instances)
GITLAB_TOKENsecretGitLab Personal Access Token (glpat-...)
GITLAB_MCP_SKIP_TLS_VERIFYSkip TLS certificate verification for self-signed certs (default: false)
GITLAB_MCP_TOOL_SURFACETool catalog selector: dynamic, meta, or individual (default: dynamic)
GITLAB_MCP_CAPABILITY_SURFACEResource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full
GITLAB_MCP_META_PARAM_SCHEMAMeta-tool input schema detail: opaque, compact, or full (default: opaque)
GITLAB_MCP_TIERGitLab 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
GITLAB_MCP_READ_ONLYRead-only mode: removes every mutating action from the served surface; reads keep working (default: false)
GITLAB_MCP_SAFE_MODESafe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)
GITLAB_MCP_EMBEDDED_RESOURCESAppend EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)
GITLAB_MCP_EXCLUDE_TOOLSComma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)
GITLAB_MCP_IGNORE_SCOPESSkip 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)
GITLAB_MCP_UPLOAD_MAX_FILE_SIZELargest 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)
GITLAB_MCP_ALLOWED_UPLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_DOWNLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_IMPORT_DIRSExtra 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
GITLAB_MCP_RATE_LIMIT_RPSRate 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)
GITLAB_MCP_RATE_LIMIT_BURSTToken-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)
GITLAB_MCP_LOG_LEVELLogging verbosity (default: info)
GITLAB_MCP_LANGUAGELanguage 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
GITLAB_URLGitLab instance URL (default: https://gitlab.com; set for self-managed instances)
GITLAB_TOKENsecretGitLab Personal Access Token (glpat-...)
GITLAB_MCP_SKIP_TLS_VERIFYSkip TLS certificate verification for self-signed certs (default: false)
GITLAB_MCP_TOOL_SURFACETool catalog selector: dynamic, meta, or individual (default: dynamic)
GITLAB_MCP_CAPABILITY_SURFACEResource and prompt catalog selector: full or minimal (default: full); resource subscriptions require full
GITLAB_MCP_META_PARAM_SCHEMAMeta-tool input schema detail: opaque, compact, or full (default: opaque)
GITLAB_MCP_TIERGitLab 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
GITLAB_MCP_READ_ONLYRead-only mode: removes every mutating action from the served surface; reads keep working (default: false)
GITLAB_MCP_SAFE_MODESafe mode: a mutating action returns a preview card naming the action and echoing its arguments instead of running; reads keep working (default: false)
GITLAB_MCP_EMBEDDED_RESOURCESAppend EmbeddedResource content blocks (clickable links to MCP resources) to get_* tool results (default: true)
GITLAB_MCP_EXCLUDE_TOOLSComma-separated tool names, group names or canonical action IDs to exclude, on every surface (e.g. gitlab_admin,gitlab_runner)
GITLAB_MCP_IGNORE_SCOPESSkip 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)
GITLAB_MCP_UPLOAD_MAX_FILE_SIZELargest 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)
GITLAB_MCP_ALLOWED_UPLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_DOWNLOAD_DIRSExtra 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
GITLAB_MCP_ALLOWED_IMPORT_DIRSExtra 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
GITLAB_MCP_RATE_LIMIT_RPSRate 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)
GITLAB_MCP_RATE_LIMIT_BURSTToken-bucket burst size when GITLAB_MCP_RATE_LIMIT_RPS is greater than 0 (default: 40)
GITLAB_MCP_LOG_LEVELLogging verbosity (default: info)
GITLAB_MCP_LANGUAGELanguage 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

Endpoint

https://mcp.jmrp.io/gitlab

streamable-http

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