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113,137 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,794 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
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    Enables AI coding assistants to debug and analyze JavaScript in web pages by managing scripts, breakpoints, network and WebSocket traffic, browser state, and local file inputs/outputs for continuous reverse-engineering workflows.
    24
    1,322 npm
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    An intelligent debugging assistant that automates the debugging process by analyzing bugs, injecting HTTP-based debug logs into code across multiple environments (browser, Node.js, mobile, etc.), and iteratively fixing issues based on real-time feedback.
    8
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Exposes a project's Reado code-review annotations (tasks, comments, reading progress, bookmarks) as MCP resources, plus tools for an AI coding agent to resolve review tasks, drive guided pair reviews, and inspect Reado's live browser preview.
    9
    27
    30
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables interactive Ghidra reverse-engineering inside an AI client by rendering live decompiler, function browser, and call graph views. Users can click symbols to rename them and follow calls to navigate, all without leaving the conversation.
    10
    66 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Lets an MCP client triage a local project for leaked secrets, missing Supabase row-level security, unauthenticated data-changing API routes, insecure browser-exposed environment variables, and other common web-app security mistakes without network access. It returns severity-ordered findings or a plain-English go/no-go summary with what to fix first.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables checking web feature compatibility with Baseline standards, analyzing HTML, CSS, and JavaScript code to provide detailed reports on Baseline status, browser support, and recommendations.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Analyzes JavaScript/TypeScript projects for code modernization opportunities, checks browser compatibility via Can I Use, searches MDN documentation, and recommends modern Web API alternatives to reduce bundle size and improve performance.
    6
    7 npm
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to turn codebase changes into animated, narrated presentations that open in a browser and update live as the agent builds them, including stepped diffs, sequence diagrams, and review feedback loops.
    18
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Turns an ML/QSAR/GNN workflow into a DAG of pipeline steps and its experiments into a branching run tree stored as plain files in the repository. Lets coding assistants register steps, log runs with params, metrics and artifacts, scan existing projects statically, and open a KNIME-style browser view of the map.
    21
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Connects AI assistants to live Roblox executor clients, letting the model run Luau in-game, walk the instance tree, decompile scripts, capture remote calls, and orchestrate work across multiple clients through 289 tools, a browser dashboard, and an in-game scripting surface. It also supports persistent playbooks, session traces, and verified agent workflows for repeatable automation.
    2
    291
    MIT
  • F
    license
    B
    quality
    C
    maintenance
    Enables deep reverse-engineering of web applications by decompiling bundles and sourcemaps, discovering APIs, cloning interactive offline mirrors with mocked services, extracting design tokens and React components, and analyzing client-side routing and state. It also captures live browser sessions and WebSocket traffic into replayable archives for offline analysis.
    18
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables a coding agent to inspect Go HTTP endpoints and their MySQL table interactions, view SQL/source evidence, and collaboratively create or update diagram tabs on a shared browser canvas via MCP.
    MIT