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97,619 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
    C
    maintenance
    Connect AI assistants to live Meta Ads, GA4, and Google Search Console data. 100% local, credentials machine-locked and encrypted. Supports Claude Desktop, Cursor, Windsurf, Cline, and more.
    1
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    A read-only MCP server that gives Hermes (AI agent) access to Antarestar Live Dashboard data from Google Sheets. It provides tools to list stores and hosts, and query performance metrics like GMV, orders, CVR, and AOV.
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databases, including read-only support for Access 97 databases. Supports executing SQL queries, importing/export data from CSV and Excel files, and storing notes about database files.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes a synthetic issue tracker and pipeline warehouse as callable tools so an agent can answer operational questions about tickets, pipeline health, runs, incidents, and governed metrics with every claim cited to the exact tool call it came from. All writes are proposal-only, requiring human approval through a gated apply path that logs each step for audit.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables ChatGPT users to view and inspect nodes, jobs, executions, recent errors, and bounded job logs in linked workspaces through read-only MCP tools, including sidebar views and mention-based queries.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes 31 normify_* tools as an MCP stdio server, letting MCP hosts such as Hermes directly call upstream dsh-normify functions for structured data operations with input guards and environment configuration.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes local DuckDB pizza sales data as MCP tools for querying store-level and total sales metrics via natural language, enabling local LLMs to perform real-time analytical queries.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides stock market data and computes technical indicators like EMA, MACD, and RSI across multiple timeframes using the LongPort API and TA-Lib. It enables users to perform detailed financial analysis and multi-timeframe market reviews through standard MCP tools.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Classifies job titles into department and seniority using deterministic rules, and optionally verifies if a person is listed on their employer's website via the Mamba Labs Contact Classifier Apify actor.
    1
    28 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server for querying SQL Server Analysis Services (multidimensional cubes via MDX and tabular models via DAX) using Windows Integrated Security.
    3
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Scrape any webpage and return clean markdown, HTML, or structured JSON. Bypasses anti-bot protection, renders JavaScript (React/Vue/Angular), supports premium residential proxies and CSS extraction. Works with any MCP client — no local install required.
    1
    1,456 npm
    19
    MIT