Google tells you what exists. Faceabot tells you what holds up.
GitLab CI/CD MCP — pipelines, jobs, schedules, MRs, files. Any GitLab (SaaS or self-hosted).
Package pypi :gitlab-ci-mcp · website · measurements and detailsNames the .gitlab-ci.yml lines your runner will reject after the next GitLab major upgrade
Package npm :@readystack/gitlab-ci-break-lint · website · measurements and detailsManage projects, groups, branches, merge requests, and CI/CD pipelines
Package pypi :mcparmory-gitlab · website · measurements and detailsGitLab over MCP from your own account: issues, merge requests, reviews, the repository and CI.
Package mcpb :https://github.com/mmedum/gitlab-mcp/releases/download/v2.2.1/gitlab-mcp_2.2.1.mcpb · website · measurements and detailsGitLab MCP server for MCP 2026-07-28: projects, MRs, files, reviews, pipelines, CI/CD, issues
Package pypi :mcp-gitlab · website · measurements and detailsCI pipeline monitoring for GitLab and GitHub - no API key.
Package npm :appveyor-mcp · website · measurements and detailsGoverned self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.
Package pypi :cicd-aiops · website · measurements and detailsGitLab MCP — wraps the GitLab REST API v4 (BYO API key)
MCP endpoint :https://gateway.pipeworx.io/gitlab/mcp · website · measurements and detailsGitLab Public MCP — wraps the GitLab REST API v4 (public endpoints, no auth)
MCP endpoint :https://gateway.pipeworx.io/gitlab-public/mcp · website · measurements and detailsGo MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier.
MCP endpoint :https://mcp.jmrp.io/gitlab · website · measurements and detailsOfficial GitLab MCP Server
MCP endpoint :https://gitlab.com/api/v4/mcp · website · measurements and detailsSecure MCP server for GitLab projects, merge requests, issues, and pipelines
Package pypi :mcp-gitlab-crunchtools · website · measurements and details58 CQRS tools exposing 230 GitLab operations across 26 entity types
Package npm :@structured-world/gitlab-mcp · website · measurements and detailsSearchable access to GitLab documentation from multiple repositories with full-text search.
Package oci :docker.io/nunolima/gitlab-docs-mcp:18.7 · website · measurements and detailsPublic ISO 3166-1 record for CI.
MCP endpoint :https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/cc-ci/mcp · website · measurements and detailsPublic GitLab projects and users. No key required.
Package npm :@mrfentmen/gitlab-mcp · website · measurements and detailsGitLab MCP (Model Context Protocol) server for AI agents
Package npm :@dubuqingfeng/gitlab-mcp-server · website · measurements and detailsSearch and browse 2,900+ official GitLab documentation pages via MCP
Package npm :gitlab-docs-mcp · website · measurements and detailsGitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more.
Package npm :@zereight/mcp-gitlab · website · measurements and detailsMulti-CI security scanner with a live threat-intel feed of compromised CI components
MCP endpoint :https://ci-sentinel.vercel.app/mcp · website · measurements and detailsAI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt
Pulse: what is changing in agent commerce · Is your store ready for AI shopping agents? · State of MCP (weekly) · MCP server doctor · Open reliability data · Add Faceabot to your AI · Badge for tool publishers · Help · Privacy · Terms