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113,020 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,794 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
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    maintenance
    A Model Context Protocol server that exposes Microsoft Edge browsing history across multiple profiles, allowing listing profiles and fetching history for a given day.
    3
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables running read-only SQL queries against Increff Webget database replicas using an authenticated browser session, with mandatory human approval for every query.
    2
    -
  • A
    license
    A
    quality
    B
    maintenance
    Access control for text-to-SQL agents. Before the model sees the schema, schemagate keeps only the tables and columns the caller may read, picks the few a question needs, and refuses hidden ones at query time. Postgres, Oracle, MySQL, SQL Server, SQLite. Quantum-safe signed audit log. Try it in your browser: https://ashishsinha1602.github.io/schemagate/
    9
    798 PyPI
    179
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Zero-config SQL database MCP server with a browser GUI that connects Claude to MySQL, MariaDB, SQLite, and MSSQL databases.
    6
    32 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that executes SQL queries on TDSQL-C and TDSQL database instances via Tencent Cloud DMC (Data Management Console), leveraging browser cookies for authentication.
    8
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Your coding agent answers with dashboards, not paragraphs. An MCP server for Claude Code, Codex, Cursor, Gemini CLI and more: charts and tables from read-only SQL on Postgres, SQLite, Excel or CSV, in your browser, your app or a terminal pane. 2.7× cheaper than Claude Code making the charts itself.
    8
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables LLMs to manage a todo list application through the Model Context Protocol, connecting directly to a browser-based Postgres database to add, list, complete, and remove todo items with categories, priorities, and due dates.
    4
    10 npm
    1
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Enables AI clients to drive a UI-testing toolbox with 35 tools, including a headless Playwright runner, live Chromium browser with screenshots, test management, and read-only database queries, all through the Model Context Protocol.
    35
    7 npm
    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
    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
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables in-browser analysis of California county H3 hex datasets by exposing DuckDB-wasm tables over MCP tools for dataset listing and SQL querying, reached from a page-side agent loop over postMessage rather than HTTP. Results are computed in a Web Worker with external access disabled, so model-generated SQL stays confined to the loaded local tiles.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to create and run a backend with database, auth, file storage, server-side functions, and a site, all without opening a browser.
    12 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying, searching, and writing Salesforce data using a browser session cookie without requiring a connected app or OAuth setup.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude or any MCP client to sign in via browser OAuth/PKCE and interact with a ServiceNow instance's Table and Attachment REST APIs for querying records, schemas, and attachments, with writes available only when explicitly enabled.
    38 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive operations platform providing browser automation, web search/crawling, database operations, deployment tools, secrets management, and analytics capabilities for full-stack software engineering workflows. Features AI-driven automation, real-time monitoring dashboard, and cross-platform service management.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Headless MCP server for Metabase: 161 tools for queries, dashboards, admin and more. Plain API-key auth with no OAuth or browser, stdio or HTTP, works on any Metabase version and tier.
    47,629 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables a language model to query a sports club's Webling member database read-only — members, teams, fees, anniversaries, statistics and masked club documents — while every response is assembled from a field whitelist so only pseudonyms ever reach the model. Real names are substituted back on the way to the browser, and sensitive name lists stay in local files.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Exposes 62 deterministic tools — CV studio, SQL/NoSQL, office documents and text utilities — to outside agents over stateless Streamable HTTP, and lets them see which pages are open and bring the visible browser tab to their result while the live page refreshes itself with Undo.
    PolyForm Noncommercial 1.0.0