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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:

  • A
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    quality
    C
    maintenance
    Enables retrieval and filtering of Indiana Bureau of Motor Vehicles (BMV) locations, including branches, self-service kiosks, and motorcycle training sites.
    18
    MIT
  • 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.
  • F
    license
    A
    quality
    B
    maintenance
    Deterministic SNAP eligibility logic, exposed as auditable Model Context Protocol tools. An AI agent can read, reason, and orchestrate, but the eligibility determination itself is made by versioned, tested, cited code that a caseworker, an auditor, or a court can inspect.
    5
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.
    40
    51
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Connect Claude Desktop or any MCP-compatible client directly to your EDGAR Alert account. Ask live questions about SEC insider trading signals, Form 4 activity, 8-K officer/director changes, and company research context without leaving your conversation.
    12
    30
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides real-time South African load shedding data through the EskomSePush API. Enables users to check current load shedding stages, monitor API usage, and access area-specific schedules and searches with natural language queries.
    5
    5
    MIT
  • 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
  • A
    license
    A
    quality
    C
    maintenance
    Enables users to search and query information about military service alternative companies in South Korea through the Military Manpower Administration (MMA) API. Supports filtering by service type, industry, company size, location, and recruitment status.
    1
    MIT
  • 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
  • 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
  • A
    license
    Not graded
    quality
    B
    maintenance
    Official MCP server for 1acre.in, enabling lookup of survey numbers, browsing cadastral data, and generating land-intelligence reports for India's verified land marketplace through MCP-compatible clients.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides access to official MeteoSwiss weather data, including regional reports, daily forecasts, and website search functionality across multiple languages. It enables AI assistants to retrieve real-time weather information and documentation from MeteoSwiss using the Model Context Protocol.
    2
    Creative Commons Zero v1.0 Universal
  • A
    license
    Not graded
    quality
    D
    maintenance
    Facilitates retrieval of National Park Services data using the NPS API, allowing users to list national parks by state and access detailed information about specific parks.
    43,797
    3
    MIT
  • 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
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Korean public procurement law, offering LLM-free deterministic rule-based contract-method decisions, statute/regulation search, and live court precedents from law.go.kr.
    MIT