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116,873 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    quality
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    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
    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
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to debug Node.js applications using Chrome DevTools Protocol. Provides comprehensive debugging capabilities including breakpoints, stepping, variable inspection, expression evaluation, and console monitoring.
    5,984 npm
    350
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables asking natural-language questions about any GitHub repository and receiving answers grounded in the actual code, with read-only enforcement and automatic repository fetching.
    1
    5 npm
    MIT
  • 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
    55 npm
    Business Source 1.1
  • 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
    Enables a coding agent to get short, token-efficient answers about a project through grouped searches, focused symbol or section reads, and bounded read-only script output, with safety limits on paths, secrets, commands, and response size.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides access to Ant Design component library documentation and information for automated code generation. Enables searching components by category or keyword, retrieving component props, examples, API documentation, and available icons.
    6
    6 npm
    ISC
  • A
    license
    A
    quality
    A
    maintenance
    Analyze V8/Chrome CPU profiles in Next.js & Node.js apps. Hotspots, package cost attribution, and optimization suggestions for MCP clients like Claude Code and GitHub Copilot
    9
    70 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Extracts deterministic architecture maps from codebases for AI agents, enabling queries about blast radius, routes, security findings, and production readiness without sending code anywhere.
    6
    27 PyPI
    MIT
  • A
    license
    A
    quality
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    maintenance
    MCP server that brings Octopus AI code review into editors, allowing review of code changes and asking questions about your codebase. Integrates with Cursor, Claude, or any MCP client via natural language.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to search and retrieve details about Odoo code elements (models, fields, views, etc.) with exact file locations using MCP tools.
    9
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Checks a code repository without running it: Safe, Works and Complete scores with an A-F grade, catching leaked keys, dangerous calls, invented or lookalike packages, broken imports and missing project files. Standard-library Python; MCP tools scan, orphans and explain.
    5
    89 PyPI
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables token-efficient structural code exploration using tree-sitter AST parsing, with tools for symbol search, outlines, source unfolding, call graphs, and related-file discovery.
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    Provides tools to retrieve deterministic prompts for rewriting any Node.js project to production-quality TypeScript, supporting incremental and single-pass workflows.
    5
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides coding agents with a compact map of a TypeScript/TSX codebase, enabling direct answers about symbol locations, imports, dependencies, and references while reducing token usage.
    5
    9 npm
    2
    MIT
  • A
    license
    A
    quality
    C
    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
  • A
    license
    A
    quality
    A
    maintenance
    Local-first, code-aware engineering cognition for AI coding agents - persistent memory, contextual retrieval, and continuous cognition about your codebase.
    15
    3
    MIT