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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,852 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables automatically generating standalone MCP servers from any Python library, exposing its functions as deterministic callable tools.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for the ReactUse library. Exposes 110+ React Hook signatures, examples, and API metadata so AI coding assistants can discover and use any hook from @reactuses/core directly.
    3
    1,057
    -
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that gives AI coding agents verified migration maps: exactly what breaks between two versions of a library and how to fix it, from hand-curated maps with source citations - instead of hallucinated answers from stale training data
    5
    35 npm
    Business Source 1.1
  • A
    license
    A
    quality
    C
    maintenance
    14 atomic MCP tools for AppSec and AI Security engineers: source/schema/prompt audit primitives, JWT inspect, HTTP diff, pentest atoms (default creds, GraphQL introspect, phpggc, interactsh OOB), and a defensive helpers library that fixes the bugs the detectors flag. SARIF output, PyPI Trusted Publishing with Sigstore provenance.
    14
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that edits files through a real Neovim instance, giving agents access to LSP diagnostics, formatting, code actions, and plugin commands.
    10
    20 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides the real exported API surface and type signatures of any npm package, extracted from its published TypeScript declarations, enabling AI coding agents to use functions accurately and avoid inventing nonexistent APIs.
    3
    9 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides Python refactoring capabilities via the Rope library, enabling AI agents to perform safe, project-wide code transformations such as renaming symbols, moving modules, and extracting methods.
    10
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for Android dev workflows that exposes Gradle, Manifest, and ProGuard context to Claude, with a library of skills for tasks like AGP upgrade and R8 audit.
    3
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI to interact with the private 'my-design' React component library and design tokens for UI generation and technical support. It provides tools for component searching, API documentation retrieval, and migration guidance based on specific internal design specifications.
    6
    -
  • F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to navigate code using Neovim's LSP and Treesitter features, and read/write the quickfix list.
    14
    -
  • 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
    11 npm
    5
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables coding agents to establish exact-release library identity, search provenance-tracked API, docs, example, source, and release evidence, compare releases, and test proposed invocations in isolated capsules for Rust and Python dependency environments.
    9
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server that scans React and Vue projects, extracts component metadata (props, slots, events, imports, usage), and exposes it to AI coding agents via structured tools.
    7
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables mapping Figma designs to a project's own component library — shadcn/ui, antd, mui, or Astryx — by resolving variants against authoritative component contracts instead of guessing. It compiles Figma nodes into code and then deterministically writes the resulting files into the codebase, cleaning node-id artifacts and updating exports.
    12
    10 npm
    -