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79,030 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:

  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables authenticated ROAST users to view their dashboard, profiles, photoshoots, and images via MCP tools.
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables querying customers by name with a React UI for pagination, details, external company search, and safe customer creation after explicit confirmation.
  • F
    license
    A
    quality
    C
    maintenance
    Enables Claude Desktop to answer natural-language questions about customers by exposing search, profile, order history, status filter, and spend statistics tools backed by local mock data, with a single-file swap path to Oracle AI Agent Studio later.
    5
  • A
    license
    A
    quality
    A
    maintenance
    Intelligence layer for AI that enables querying across revenue, errors, identity, and analytics layers in plain English, returning rendered charts and dashboards.
    11
    79
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for Postscript SMS marketing platform, enabling AI agents to query subscribers, look up opt-in keyword IDs, add new subscribers with consent, list campaigns, and check audience segment sizes.
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Scores companies against a configurable Ideal Customer Profile using firmographic and signal data. Returns a weighted fit score with per-criterion breakdowns.
    1
    109
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Lead generation MCP server for AI agents. Find emails, verify contacts, enrich profiles, and search prospects using Hunter.io, Apollo.io, and Abstract API.
    8
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An agent-optimized MCP server for Kit.com (formerly ConvertKit) that enables full management of email marketing campaigns, subscribers, and broadcasts. It provides 13 composite tools covering the entire Kit V4 API with built-in rate limiting and formatted responses for efficient AI interaction.
    13
    62
    2
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    MCP server for the Gripp API, enabling CRUD operations on Gripp entities with built-in confirmation safety for mutations.
    9
    17
    1
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants like Claude to read and optionally write data in FieldRoutes (formerly PestRoutes) using plain English, with read-only mode by default and granular safety profiles.
    39
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    An MCP server for IT Glue that provides 56 tools for managing organizations, configurations, passwords, documents, flexible assets, contacts, locations, users, groups, attachments, related items, and bulk operations, with built-in rate limiting, caching, and security guards.
    56
    31
    1
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines AAdvantage account — mile balance, Loyalty Points progress, transaction history, upcoming trips, travel credits, and partner offers.
    13
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    Provides integration between Hunter API and LLM providers supporting the MCP protocol, allowing natural language interaction with Hunter B2B data for finding and managing company and people information.
    6
    9
    MIT