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76,863 servers. Updated
19 Best Browser Automation MCP Servers — compared and ranked, August 2026Ranked from 2,623 matching servers on stars, growth, downloads and maintenance. Updated .

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"An MCP for interacting with Google Chrome DevTools and aiding in scraping" matching MCP servers:

  • Chrome MCP Server

    hangwin
    A
    license
    Not graded
    quality
    D
    maintenance
    A Chrome extension-based Model Context Protocol server that enables AI assistants to control your browser, leveraging your existing configurations and login states for complex automation, content analysis, and semantic search.
    12,293
    MIT

  • Documentation Retrieval & Web

    AIwithhassan
    F
    license
    A
    quality
    D
    maintenance
    Enables retrieval and cleaning of official documentation content for popular AI/Python libraries (uv, langchain, openai, llama-index) through web scraping and LLM-powered content extraction. Uses Serper API for search and Groq API to clean HTML into readable text with source attribution.
    1
    2

  • Inkeep MCP Server for Vercel

    inkeep
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables asking questions and performing semantic searches against an Inkeep knowledge base. Deployable to Vercel with Next.js.
    1
    MIT

  • MCP RAG with ChromaDB

    CyprianFusi
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.
    1
    MIT

  • Agentic AI System with MCP

    pratyush-usc-mba
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.

  • RAG In A Box MCP Server

    DevNexsler
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4

  • exa-mcp-server-for-operit

    x15907982411
    A
    license
    A
    quality
    A
    maintenance
    An Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP handshake compatibility issues, allowing tools like web_search_exa and web_fetch_exa to load and run reliably.
    2
    31,113
    MIT

  • google-drive-rag-mcp

    asamiile
    A
    license
    A
    quality
    B
    maintenance
    A local MCP server that enables LLMs to securely search and read files within designated Google Drive folders. Supports Google Docs, Google Sheets, PDFs, and plain text with strict folder-scoping via service account authentication.
    4
    MIT

  • google-activity-assistant

    Daemon-Killer
    A
    license
    A
    quality
    B
    maintenance
    MCP server for querying your local Google Takeout activity (Search/YouTube history) via SQLite/FTS5. Provides tools for keyword search, activity stats, and database info, enabling AI assistants to cite your personal history.
    3
    MIT

  • Ask Google MCP Server

    gregpriday
    A
    license
    A
    quality
    A
    maintenance
    A stdio MCP server that provides a single tool to query Gemini with Google Search grounding for current web information, returning synthesized answers with source links.
    1
    214
    1
    MIT

  • Google Search MCP Server

    Fabien-desablens
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that provides Google Search functionality with automatic API key rotation and intelligent quota management, enabling natural language search queries with advanced filtering options.
    1
    75
    1
    MIT

  • Google News MCP Agent

    Tatsuya50
    F
    license
    B
    quality
    D
    maintenance
    Fetches news articles from Google News, vectorizes them locally using ChromaDB, and enables semantic search through natural language queries.
    2

  • Gemini Google Web Search MCP

    louxsye
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that enables AI models to perform Google Web searches using the Gemini API, complete with citations and grounding metadata for accurate information retrieval. It is compatible with Claude Desktop and other MCP clients for real-time web access.
    1
    3
    Apache 2.0

  • mcp-for-azure-devops-boards

    danielealbano
    A
    license
    B
    quality
    A
    maintenance
    MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.
    24
    6
    MIT

  • Google Search MCP Server

    renoscriptdev
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that enables Claude to perform Google Custom Search operations by connecting to Google's search API.
    2
    MIT

  • Google AI Search MCP

    shariqriazz
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.
    65
    6
    MIT