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78,992 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, August 2026Ranked from 2,701 matching servers on stars, growth, downloads and maintenance. Updated .

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"Testing Web App Code Changes in Browser Using LLM for Console Logs" matching MCP servers:

  • app-intel-mcp

    garrrikkotua
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides live App Store and Google Play data as MCP tools, enabling search, app details, reviews, charts, estimates, and more through natural language.
    1
    MIT

  • Realty In Au MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    C
    maintenance
    Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.
    13
    MIT

  • veda-mcp-app

    vgeorge
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server for a VEDA STAC catalog, providing a tool to call and interactive React UI to view STAC collections.

  • waste-for-agents

    elekli
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that silently monitors state changes in structured data sources (e.g., government open data) and provides a pull-based channel for AI agents to retrieve real mutations since their last cursor.

  • state-of-ai-in-design-systems

    kaelig
    F
    license
    Not graded
    quality
    C
    maintenance
    Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.
    1

  • Climate MCP Server

    bharathvardhan
    A
    license
    A
    quality
    C
    maintenance
    Exposes 26 structured analytical tools over Climate Finance Update datasets, enabling fund-level financial analysis, portfolio aggregations, and data quality diagnostics without requiring the client to write data access code.
    26
    Apache 2.0

  • Claude MCP Server for USGS

    blake365
    A
    license
    A
    quality
    C
    maintenance
    Provides access to the USGS Quakes API within Claude Desktop, enabling users to retrieve earthquake data and details through natural language queries.
    3
    287
    1
    MIT

  • Japan Area Code MCP Server

    CORDEA
    A
    license
    A
    quality
    D
    maintenance
    Provides access to Japanese statistical standard area codes (標準地域コード) from official government data, enabling users to list and search area codes by prefecture or municipality name.
    2
    Apache 2.0

  • AusEcon MCP for ABS | RBA |

    AnthonyPuggs
    A
    license
    A
    quality
    A
    maintenance
    MCP server for structured Australian macroeconomic and financial data from the Australian Bureau of Statistics (ABS), the Reserve Bank of Australia (RBA), and the Australian Prudential Regulation Authority (APRA).
    4
    14
    2
    MIT

  • LittleSis MCP

    code-rabi
    A
    license
    B
    quality
    C
    maintenance
    Provide access to the LittleSis API to track corporate power and accountability. Enable querying and exploring relationships and entities related to corporate influence. Facilitate integration of corporate data into LLM applications for enhanced context and insights.
    8
    20
    2
    MIT

  • Pokémon MCP

    omy13
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying Pokémon data from PokéAPI, including listing Pokémon, fetching details by name or ID, and getting type matchups.
    17
    ISC

  • MCP Server for Danmarks

    Brokk-Sindre
    A
    license
    Not graded
    quality
    D
    maintenance
    Exposes Denmark's Statistical Bureau API as programmable resources, making it easy to integrate with language models and modern AI applications to enable natural language queries for statistical data.
    18
    MIT

  • MCP Server for Danmarks

    Darkstar326
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables natural language access to Denmark's Statistics API (Danmarks Statistik), allowing users to query and analyze Danish statistical data without coding knowledge through AI-powered interactions.
    MIT

  • Star Wars Explorer

    JoaoA1egre
    F
    license
    Not graded
    quality
    D
    maintenance
    A Laravel-based MCP server that enables users to browse, search, and import Star Wars character data from the SWAPI external API into a local database. It facilitates seamless AI interaction with Star Wars lore through structured tools and the Model Context Protocol.