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20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,330 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.
    40 npm
    2
    MIT
  • A
    license
    Not graded
    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
    C
    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.
    5 npm
    3
    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.
    10 npm
    MIT
  • 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
    B
    maintenance
    An MCP server for a cached LLM response — the way an HTTP cache caches an expensive server response, not the way a browser caches a static asset. Ask a question you already answered once, and the answer echoes back instead of being re-derived.
    6
    46 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Memory Consolidation for AI agents across vendors, owners, and time. Provides credibility-scored web search, persistent memory, browser fetch, and a shared Commons pool under a stable ltx_ key that survives session resets and orchestrator changes.
    18
    296 npm
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Open-source operational brain that fuses an AI system's agents, memory, knowledge and automations into one rooted, privacy-walled graph, served over MCP with stats, search, node dossiers, neighbors and pathfinding. The same snapshot also renders up to a million nodes in a 3D browser view.
    8
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    An MCP server that gives AI agents a private, durable memory of people, providing a personal people graph in PostgreSQL with tools to search, remember, and connect people, plus imports from LinkedIn, Google Contacts, and WhatsApp, and a browser UI.
    11
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI agents to search and recall locally captured browser pages with full source provenance (URL, title, timestamp) over MCP.
    1
    1
    Apache 2.0
  • A
    license
    C
    quality
    C
    maintenance
    Enables agents to query a local macOS archive of Knowledge and browser history through read-only stdio MCP tools for status, timelines, search, original records/blobs, schemas, bounded SQL, and usage or domain summaries.
    14
    3
    MIT