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78,959 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:

  • ifsc-in

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables Indian bank branch IFSC code lookup via Razorpay's open API, allowing AI agents to retrieve branch details using IFSC codes.
    5
    MIT

  • Finance App

    youssefaltai
    F
    license
    Not graded
    quality
    C
    maintenance
    Double-entry accounting service for personal finance with MCP tools, enabling AI agents to manage accounts, transactions, budgets, and analytics via PostgreSQL.

  • LLM Usage & Cost Tracker

    zhaoyue722
    A
    license
    A
    quality
    A
    maintenance
    A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent query spend, compare providers, and get recommendations — no cloud, no account. First-class support for Chinese providers (Qwen, DeepSeek) alongside Anthropic and OpenAI.
    7
    3
    MIT

  • Google Play Console MCP

    abd3lraouf-studios
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables managing releases, monitoring Android vitals, analyzing earnings and search terms, optimizing ASO, and preflighting store assets through natural language, with a confirmation gate before destructive writes.
    Apache 2.0

  • icost-app-mcp-server

    TooLife
    A
    license
    Not graded
    quality
    F
    maintenance
    MCP server for iCost iOS app that enables smart expense tracking, category management, and account operations through natural language, supporting multiple account types and currencies.
    11
    Apache 2.0

  • expense-mcp-app

    qmatteoq
    F
    license
    Not graded
    quality
    B
    maintenance
    A minimal MCP server that provides expense submission and listing tools with an interactive Fluent-2 widget for Microsoft 365 Copilot and Copilot Cowork. It uses Streamable HTTP transport and anonymous auth for development.

  • demo-app-mcp-prestamo

    dponcedeleonf
    A
    license
    A
    quality
    C
    maintenance
    MCP server demo by Banco D that shows a loan application interactive widget across six steps, demonstrating three levels of agent visibility (full, result-only, and hidden) per MCP Apps (SEP-1865). It enables users to simulate a loan request with plan selection, PIN authorization, and disbursement while controlling what the agent sees.
    9
    MIT

  • mcp-for-money-money

    shaack
    A
    license
    A
    quality
    C
    maintenance
    A small MCP server that wraps MoneyMoney on macOS via AppleScript, exporting account lists and transactions (bookingDate, amount, name, purpose) as plists for invoice reconciliation, complementing a companion Apple Mail server.
    2
    MIT

  • appnova-app-store-connect-mcp

    alperduzgun
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables managing your iOS app's entire lifecycle with natural language through App Store Connect, offering 48 tools across 14 categories for ASO, reviews, analytics, subscriptions, pricing, and more.
    6
    MIT

  • mcps-for-macos

    shaack
    A
    license
    Not graded
    quality
    B
    maintenance
    A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.
    MIT

  • MCP for YNAB

    walensis-labs
    A
    license
    Not graded
    quality
    A
    maintenance
    A fast, safe MCP server for YNAB providing read-only budget access by default, with 28 tools for budgets, transactions, categories, payees, accounts, scheduled transactions, and server-computed analytics.
    MIT

  • CSMAR Web-API MCP

    xuan-wei
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to search, browse, preview, and download CSMAR financial data using institutional IP authentication, no account or password required.
    MIT

  • MCP for Stock Market Analysis

    nbx0021
    F
    license
    Not graded
    quality
    C
    maintenance
    A production-grade MCP server that provides tools to fetch historical stock data, company information, and technical indicators (SMA, EMA, RSI, MACD, Bollinger Bands) via yfinance, and includes a Flask web dashboard for visual analysis.

  • Fatture in Cloud MCP Server

    aringad
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables integration with Fatture in Cloud to manage Italian electronic invoices through natural conversation, including creating, sending, and tracking invoices and financial data.
    18
    MIT

  • App Store Connect MCP Server

    TrialAndErrorAI
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to access App Store Connect data including financial metrics, subscription analytics, app performance data, and revenue insights. Provides real-time iOS app metrics through secure API integration with rate limiting and comprehensive reporting capabilities.
    14
    32
    MIT