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"OpenAI's Web Retrieval Infrastructure" matching MCP servers:

  • retrieval-lens

    Vbj1808
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    maintenance
    A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.
    Last updated
    4
    28
    2
    MIT

  • rag-retrieval-mcp

    MaryamZi
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    B
    quality
    D
    maintenance
    Enables retrieval-augmented generation by embedding queries with a chosen provider (e.g., OpenAI) and searching supported vector stores (Pinecone, pgvector) to return relevant content.
    Last updated
    1
    Apache 2.0

  • Ollama Web Search

    deXterbed
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    maintenance
    Enables web search and web fetch operations using Ollama's hosted APIs, allowing MCP clients to search the web and retrieve page content.
    Last updated
    2
    MIT

  • Web Search MCP

    sydasif
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    quality
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    maintenance
    Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical documentation search.
    Last updated
    6
    3
    15
    MIT

  • user-web-feedback

    HyperHeroX
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    A
    quality
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    maintenance
    Enables AI-assisted user feedback collection and management via a web interface, with MCP integration for automated replies and tool execution.
    Last updated
    1
    29
    MIT

  • web-fetch-mcp

    bpzx
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    license
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    quality
    C
    maintenance
    MCP server for web page fetching (converting to Markdown/text with automatic fallback between Tavily and Firecrawl) and web search via Tavily.
    Last updated
    2
    MIT

  • mcp-web-tools

    paifas
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    quality
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    maintenance
    Provides web search and content extraction tools for AI assistants, with zero configuration and swappable backends.
    Last updated
    6
    57
    1
    MIT

  • web-doctor

    Baneado98
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    license
    A
    quality
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    maintenance
    Enables live website health checks including TLS, HTTPS, and security headers, returning an A-F grade with specific fixes.
    Last updated
    2
    MIT

  • Web Reader

    zacfire
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    license
    A
    quality
    F
    maintenance
    Enables Claude and other LLMs to read and parse web content, with smart fallback strategies to bypass access restrictions (e.g., paywalls, Cloudflare) and output Markdown.
    Last updated
    5
    38
    44
    MIT

  • mcp-web-calc

    tickernelz
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    quality
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    maintenance
    An MCP server that enables web searching, URL content extraction, and summarization without requiring API keys. It also provides advanced mathematical evaluation and multi-language Wikipedia summary retrieval tools.
    Last updated
    5
    238
    7
    MIT

  • mcp-web-search

    nacho4d
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    A
    quality
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    maintenance
    Provides DuckDuckGo web search and site fetching tools for Claude Desktop, enabling up to 10 search results and text content extraction from URLs.
    Last updated
    2
    MIT

  • mcp-web-fetch

    pavex
    F
    license
    A
    quality
    B
    maintenance
    Enables token-efficient web reading and HTTP requests for MCP agents, with tools for extracting clean text from web pages and making full HTTP requests.
    Last updated
    2

  • web-search-mcp

    bartdorlandt
    F
    license
    A
    quality
    B
    maintenance
    Provides a web search tool with citations by running Claude Code CLI in an isolated Docker container, enabling search even in environments without direct Anthropic web search support.
    Last updated
    1

  • web-search-mcp

    hbhszy
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    license
    A
    quality
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    maintenance
    Enables real-time web search via DeepSeek's search-enhanced dialogue, providing search results as answers through MCP tools.
    Last updated
    1
    MIT

  • MCP Web Tools

    SayreBlades
    F
    license
    A
    quality
    D
    maintenance
    Provides local web search and content fetching capabilities for AI assistants, enabling them to search DuckDuckGo and extract clean text from web pages. All requests originate from the user's machine to ensure direct network control and bypass external proxies.
    Last updated
    2