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"A web browsing and summarization service" matching MCP servers:

  • universal-memory-service

    clawdbrunner
    A
    license
    Not graded
    quality
    D
    maintenance
    Self-hosted service providing unified memory search and write operations across file-based memory, vector embeddings, and the Graphiti temporal knowledge graph, accessible via HTTP API or MCP stdio transport.
    3
    MIT

  • mcp-rag-service

    Gurmeher23
    F
    license
    Not graded
    quality
    C
    maintenance
    A production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations, packaged for Docker/Kubernetes.

  • memory-service

    mbay-ODW
    F
    license
    Not graded
    quality
    B
    maintenance
    Provides self-hosted, versioned project memory with full-text and vector search, enabling search, retrieval, upsertion, and history management of project entries via MCP tools.

  • @greatnxy/web-search-mcp

    NXY666
    F
    license
    A
    quality
    C
    maintenance
    A focused MCP server that provides a single web_search tool for web searches, integrating Tavily and Brave with automatic fallback and key rotation.
    1

  • MCP Web Docs

    cosmocoder
    A
    license
    Not graded
    quality
    A
    maintenance
    A self-hosted MCP server that crawls, indexes, and searches documentation from any website locally, including private sites requiring authentication. It provides hybrid search capabilities and local embedding generation to maintain privacy while keeping AI assistant knowledge up to date.
    2,001
    MIT

  • Azure OpenAI

    kimtth
    A
    license
    Not graded
    quality
    F
    maintenance
    A minimal server/client application implementation utilizing the Model Context Protocol (MCP) and Azure OpenAI.
    34
    MIT

  • Universal Document Vector

    PlVld
    A
    license
    Not graded
    quality
    B
    maintenance
    This MCP server provides semantic document search and retrieval, enabling AI assistants to search documents, search categories, and retrieve category hierarchies using the Model Context Protocol.
    2
    MIT

  • web-scraper

    Br0ski777
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables extracting clean, structured markdown from any URL—stripping nav, ads, and scripts—for RAG pipelines and AI research agents, with pay-per-call micropayments via x402.
    MIT

  • web-search-mcp

    Backerss
    F
    license
    Not graded
    quality
    C
    maintenance
    Provides free web search, content fetching, image search, and deep research via SearXNG, no API keys required.

  • 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

  • Web Search Tool

    vikrambhat2
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides a Google search tool via the Serper API, returning structured results and a summary answer for LLMs like Claude.
    1

  • web-search-mcp

    MDZZ-123
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides web search via LLM API gateways with server-side search, returning cited answers and multi-provider fallback.