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98,749 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,678 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables proof-backed code audit via MCP tools for AST-based code maps, symbol lookup, callers, audit commands, and persistent verdict memory.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Gives your AI coding agent a bounded map of an unfamiliar TypeScript SaaS repo: where the code lives, what's risky to touch, and where the money / auth / user flows are. Provides eight MCP tools for orientation, task focus, risk assessment, and SaaS-specific observations without AST or type checking.
    14 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Exposes reverse engineering capabilities via MCP protocol, enabling AI agents to automatically detect, analyze, trace, and deobfuscate JSVMP protected JavaScript code.
    1
    -
  • F
    license
    A
    quality
    B
    maintenance
    Provides a code search service via MCP, allowing AI clients to perform fast, indexed searches across large codebases using Zoekt, with support for filters like repository, language, and path.
    2
    -
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that wraps Microsoft's FastContext as a read-only repository exploration subagent, enabling coding agents to delegate broad code searches and receive compact file:line citations.
    1
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes structured Microsoft Dynamics 365 Business Central source code (versions 23-29, 47 localizations) to AI agents via MCP, enabling fast lookups, searches, and code analysis.
    14
    11 npm
    MIT
  • 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
    184 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI-driven semantic code search by leveraging Windsurf's reverse-engineered protocol to perform multi-round local searches using natural language. It automatically executes bundled ripgrep and file operations to return relevant code snippets and file paths to MCP-compatible clients.
    2
    61 npm
    362
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Enables semantic code search across codebases with automatic incremental indexing. Searches return relevant code snippets with file paths and line numbers based on natural language queries.
    1
    803
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables coding agents to rank repository files, functions, and web search results using Jev-based probabilistic scoring, returning locations and confidence scores for the agent to review.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Integrates Jira and Sourcegraph, enabling LLMs to retrieve and comment on Jira issues and perform code searches using Sourcegraph.
    7
    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