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116,605 servers. Updated
20 Best Maps MCP Servers: compared and ranked, November 2026Ranked from 856 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
    license
    C
    quality
    C
    maintenance
    Records and visualizes evidence from a coding agent's own testing tools in a private local workspace, with live activity, domain charts, screenshot maps, findings, reproduction steps, human priorities, and persisted testing preferences. Runs 54 bundled CARBON command workflows over local stdio and serves a loopback-only visual workspace with strict evidence and permission gates.
    11
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for code comprehension indices and test maps. It answers what must be known to change a function and which tests pin its behavior, using compiler type information.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A local, MIT-licensed AI test harness with 10 MCP tools and 11 prompts for risk-based testing, accessibility checks, quality maps, evidence, and interactive reports. Runs over stdio against an explicitly configured project folder; uses the host AI coding agent, with no hosted backend or runtime telemetry.
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to see compiled LaTeX output: it builds the document, returns rendered page images, maps any point on a page back to its exact source line, and diffs what the last edit changed. It also audits an entire book for regressions, letting an agent diagnose and verify layout fixes without reading source alone.
    732 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to inspect, edit, and run Godot 4 projects — scenes, nodes, signals, resources, animations, tile maps, audio buses, visual shaders, project settings, input actions, and exports — with GDScript language-server diagnostics, offline class reference, live in-game debugging, and GUT/GdUnit4 test runs. It works through a live editor bridge so every edit can be undone with Ctrl+Z, and falls back to headless execution when the editor is closed.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to crawl live DOMs into compact accessibility maps, generate frontend and backend test plans, execute self-healing Playwright QA locally without token replay, and compile passing flows into native .spec.ts files.
    1
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A MyBatis configuration validation tool that checks for consistency between Java entity fields and database columns across XML maps, annotations, and SQL queries. It provides detailed diagnostic reports and actionable prompts to help developers identify and fix mapping errors and configuration issues.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables Playwright QA automation with a custom Memory MCP that provides tiered retention and mortgage compliance audit, allowing AI agents to remember flakiness history and journey maps while adhering to data privacy and audit requirements.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that provides seamless integration between MindMup mind maps and Google Drive. This server enables you to search, retrieve, and parse MindMup files stored in your Google Drive directly through the MCP interface.
    1
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to control Warcraft III instances in the background for automated map testing, including launching and attaching, sending mouse and keyboard input, capturing screenshots, managing LAN games, and gathering crash and log diagnostics.
    MIT