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117,257 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to discover official public data sources, inspect their metadata and endpoint parameters, and execute live queries through a unified response envelope with a 500 ms budget.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A versatile tool that enables querying and exporting data from multiple relational databases (MySQL, PostgreSQL, Oracle, SQLite, etc.) in read-only mode for data safety.
    13
    Apache 2.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    Paid remote MCP endpoint for AI SDK data queries, offering structured JSON tools, token-based access, usage receipts, and audit-ready workflow evidence.
    -
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that enables searching Google Patents information via the SerpApi Google Patents API, allowing users to query patent data with various filters and sorting options.
    1
    45 npm
    41
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Give your AI agent the entire China A-share market: 55 datasets of prices, financials, capital flows, corporate events and futures/options, stored locally and queryable with read-only SQL. Built point-in-time with delisted stocks kept, so backtests don't lie — no account, no API key.
    12
    6
    663 PyPI
    932
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables LLMs to interact with Google Analytics Admin and Data APIs to retrieve account summaries, property details, and custom metrics. It allows users to run core and real-time reports to analyze website performance and configuration via natural language.
    7
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides an interface to access Google Analytics Data API through Model Context Protocol (MCP), allowing users to retrieve reports and realtime data from Google Analytics 4 properties.
    1,252 npm
    7
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to list a spreadsheet's tabs, read cell ranges, append or update rows, and export Apify datasets into a tab using your own Google service account for authentication. It can run hosted on Apify with pay-per-call billing or self-hosted for free.
    560 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Syncs Google Search Console performance data into a local ClickHouse database and exposes prepared SEO analysis tools to AI agents. Enables diagnosing traffic drops, finding striking-distance keywords, detecting cannibalization, auditing indexing, and generating weekly SEO reports through natural language.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Logs LLM interactions to local CSV or Markdown files with automatic categorization for detailed tracking. It provides an interactive HTML dashboard to visualize query volume, model usage, and category distribution.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    GA4 Data and Admin API tools: data quality audits, funnels, attribution, realtime and comparison reports, and property configuration checks. Admin changes are dry-run first and need terminal approval.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to interact with Google Analytics 4 data, providing tools for historical reporting, real-time activity monitoring, and property management. It supports secure service account authentication to access metrics like traffic summaries, user acquisition, and custom dimensions.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Provides a secure FastMCP gateway to Google Analytics Admin and Data APIs, deployable on Coolify with OAuth protection and encrypted storage.
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server that connects AI agents to cloud-native geospatial data via STAC metadata and DuckDB with H3 spatial indexing, enabling zero-configuration SQL queries on terabyte-scale datasets over S3.
    22
    BSD 3-Clause
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude and other MCP clients to query GA4 read-only through tools for listing properties, running historical and realtime reports, and inspecting metadata.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive integration for Google Analytics 4 providing 54 tools for advanced reporting, configuration management, and compliance. It enables AI platforms to interact with GA4 data, manage properties, and automate business intelligence through the Model Context Protocol.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Tracks buying and momentum signals for companies, such as funding rounds, senior hires, office openings, customer wins, and partnerships, with each event carrying its date.
    10
    14 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A stdio MCP server exposing a validate_emails tool that lets agents screen email lists without sending mail or probing SMTP, checking syntax, DNS/MX records, disposable domains, role accounts, free providers, typo suggestions, and SPF/DMARC. Each address comes back with a valid/risky/invalid/unknown verdict plus machine-readable reason codes so agents can clean leads and signups before outreach or import.
    2
    MIT