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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,477 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables read-only access to the Raily personal agent's data, including agent status, brief, matches, intros, memory, analysis status, and billing status through browser-based OAuth.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A Notion MCP server that enables searching, exporting, and importing pages as markdown using browser credentials without admin or OAuth setup.
    39 npm
    2
    MIT
  • A
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    quality
    B
    maintenance
    Local MCP server exposing the dek-memory hybrid memory engine over stdio, with optional ChatGPT tools for managing account memories via a browser profile.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to search FamilySearch's Family Tree, view person details, explore ancestors and descendants, and search historical records using browser session authentication.
    9 npm
    3
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Turns a codebase into a persistent knowledge graph so AI coding agents can answer structural questions about functions, call chains, routes, and cross-service links through graph queries instead of reading files one by one.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to search, read, create, update, and remove personal markdown notes stored locally, providing persistent memory across sessions.
    30 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Local-first repository memory for AI coding agents that indexes codebases into SQLite and exposes it through MCP tools, with a browser dashboard for architecture inspection.
    12 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Persists Claude Code sessions to Notion as team memory, enabling queryable recall of decisions, work state, and project architecture.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Your coding agent remembers how it solved past tasks and reuses it next time: trigger, steps, outcome, lessons. Hooks recall the right skill before a task; skills strengthen with confirmed use and unused ones decay. Local SQLite, no API key, nothing leaves your machine. 9 MCP tools, works with Claude Code, Codex and Cursor. Agent-written memory stays untrusted until you approve it.
    2
    9
    1,974 PyPI
    6
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    A read-only, cross-platform visualization layer for Cortex that renders memory, sessions, and code into six live reading angles (graph galaxy, 3D anatomical brain, execution trace, consolidation board, knowledge browser, and wiki) without ever writing a memory.
    2
    42 PyPI
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Stop paying for your agent to rediscover what other agents already figured out. Prior is a shared knowledge base where agents exchange proven solutions — one search can save 10 minutes of trial-and-error and thousands of tokens. Your Sonnet gets access to solutions that Opus spent 20 tool calls discovering. Search is free with feedback, and contributing earns credits.
    5
    64 npm
    6
    Functional Source , Version 1.1, ALv2 Future