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105,283 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,365 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    A
    maintenance
    . A good description should be concise and describe what the server enables users to do, e.g. * Enables to interact with WordPress sites...' Then a huge block? Actually the user message includes the README content inside tags, then after the readme, there is a large block of text starting with '{
    2,839 npm
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Exposes Registry Browser operations (embed, de-embed, publish, create packages) as MCP tools for AI agents and IDE integrations to manage Unity packages programmatically.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables MCP clients to inspect Google Play releases, reviews, Android vitals, and scoped bulk reports, and to prepare explicitly authorized changes using locally supplied service-account credentials. Reads are default, while optional writes and sensitive reads require explicit configuration and single-use execution.
    4
    13
    169 PyPI
    AGPL 3.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables scanning Python repos for dead code and automatically drafting a branch + PR for the safe subset (unused single-name imports) after running the repo's full test suite. All other findings are reported without modification, and a human always merges.
    2
    26 PyPI
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt — a snapshot-testing and deterministic-execution layer for Agent Skills.
    5
    143 npm
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI coding agents to compute a 0-1 diff risk score for the current branch or any pull request, exposing the driving signals, evidence, tier and resulting auto-approve or human-review policy decision. Agents can use it to decide whether a low-blast-radius, AI-reviewed PR is safe to merge automatically while flagging risky changes for a human.
    5
    416 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that monitors shadow-cljs builds and provides real-time build status updates for ClojureScript projects, allowing LLMs to verify build status after making code changes.
    1
    13 npm
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Publishes what an AI made — a page, a markdown or PDF doc, or a whole site — to a live HTTPS link. Runs locally over stdio from the @drop2run/mcp npm package, or hosted at https://mcp.dropto.run/mcp for chats that connect by URL.
    19
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to interact with TrafficMorph for load-testing and CI-failure triage, including run management, profile lifecycle, and domain verification through natural language.
    25
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to deploy, manage, and rollback websites via the Krexel API, supporting site uploads, deploys, logs, rollbacks, environment variables, and status checks.
    9
    28 npm
    MIT