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20 Best Maps MCP Servers: compared and ranked, November 2026Ranked from 867 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    D
    maintenance
    Enables natural language interactions with CircleCI through Model Context Protocol, allowing users to retrieve build logs, find flaky tests, check pipeline statuses, and manage workflows without leaving their IDE.
    13
    29,345 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to manage GitHub repositories, commits, pull requests, issues, Actions workflows, deployments, releases, branch protection, webhooks, billing, GraphQL queries, and local Git operations for CI/CD and DevOps workflows.
    52 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    AI code impact analysis MCP server that monitors file changes, maps dependency graphs, detects cascading breakage, and gates builds before damage spreads.
    80 npm
    2
    Elastic 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Checks which .env, .git, keys and source maps Cloudflare Pages, Vercel, Netlify or Firebase would publish, before and after deploy. CLI, live probe, Claude Code hook, MCP server and GitHub Action.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables read-only integration with GitHub, Jenkins, and Artifactory for DevOps monitoring, analysis, and troubleshooting. Provides repository inspection, build log retrieval, and artifact management through natural language.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for test impact analysis and code intelligence. Maps tests to code and git history to determine impacted tests, risk scores, and ownership for AI coding agents.
    6
    MIT