Best GitLab MCP Servers
GitLab is a complete DevOps platform delivered as a single application. From project planning and source code management to CI/CD, monitoring, and security.
Why this server?
Provides GitLab-ready reporters, including codeclimate and openmetrics, that plug into GitLab CI artifacts:reports.
AlicenseAqualityAmaintenanceCopy/paste (duplicate code) detection for codebases. The jscpd detector's built-in MCP server lets AI agents check snippets and files for duplication against a scanned project over stdio (jscpd --mcp).46,366MITWhy this server?
Integrates with GitLab CI for continuous integration, providing fleet awareness, compute budget enforcement, and semantic search capabilities.
AlicenseAqualityDmaintenanceEnables Claude Code to query and control the SuperInstance fleet, including fleet status, conservation law checks, semantic search, and agent registry.810 npmMITWhy this server?
Searches GitLab repositories for existing open-source projects relevant to the user's query.
AlicenseBqualityAmaintenanceStop your AI agent from rebuilding what already exists. MCP server that checks GitHub, npm and Python repos for maintained alternatives before you scaffold.7289 npm6MITWhy this server?
Provides paste-ready GitLab CI configurations for compiling and replaying BrowserEngine flows, with JSON/JUnit report outputs.

BrowserAgentofficial
AlicenseBqualityAmaintenanceMCP server for Puppeteer-based browser automation with a unified observe (a11y snapshot + pixel overlay), diff engine, event layer, and action primitives.269 npmApache 2.0Why this server?
Detects and redacts GitLab tokens (personal, deploy, feed, runner, SCIM, etc.) in text.

classifinder-mcpofficial
AlicenseAqualityBmaintenanceEnables AI agents to scan text for leaked secrets and prompt injection markers, and redact them before reaching an LLM.21MITWhy this server?
Can be combined with AI assistants to create GitLab issues based on Scout APM error and performance data

Scout Monitoring MCPofficial
AlicenseAqualityBmaintenanceEnables AI assistants to access Scout Monitoring performance and error data through Scout's API. Provides traces, errors, metrics, and insights for Rails, Django, FastAPI, Laravel and other applications to help identify and fix performance issues like N+1 queries, slow endpoints, and memory bloat.1530MITWhy this server?
Submits GitLab repository URLs for security analysis, returning a score and risk level.

MCP Hub Securityofficial
AlicenseAqualityDmaintenanceSecurity gate that scans MCP servers and Claude Code Skills for vulnerabilities before execution.72MITWhy this server?
Integrates contract-driven test enforcement into GitLab CI/CD pipelines.

io.github.phoeniceofficial
AlicenseAqualityCmaintenanceContract-driven test enforcement and reporting for LLM-generated code via MCP, VS Code, Copilot CLI, Claude, Cursor, or Python SDK.14MITWhy this server?
Allows MCP Failure Lab scenarios to be run against GitLab through an OAuth-capable stdio MCP bridge, enabling fault-injection and resilience testing of GitLab MCP interactions.
AlicenseBqualityBmaintenanceA chaos-engineering and resilience-testing toolkit for Model Context Protocol servers, enabling deterministic fault injection and testing of reliability scenarios.98401 npm3MIT