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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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    quality
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    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

  • Documentation Retrieval & Web

    AIwithhassan
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    quality
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    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.
    Last updated
    1
    2

  • Retrieval-Augmented Thinking

    stat-guy
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    quality
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    maintenance
    Enhances AI model capabilities with structured, retrieval-augmented thinking processes that enable dynamic thought chains, parallel exploration paths, and recursive refinement cycles for improved reasoning.
    Last updated
    24
    MIT

  • MCP Web Docs

    cosmocoder
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    license
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    quality
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    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.
    Last updated
    2,602
    1
    MIT

  • web-search-mcp

    Backerss
    F
    license
    -
    quality
    C
    maintenance
    Provides free web search, content fetching, image search, and deep research via SearXNG, no API keys required.
    Last updated

  • MCP Enhanced Data Retrieval

    kalpalathika
    F
    license
    -
    quality
    D
    maintenance
    Enables AI applications to access and contextualize organizational knowledge sources including GitHub repositories and internal documentation through standardized MCP protocol integration. Features OAuth 2.1 authentication, vector-based semantic search, and optimized context chunking for enterprise development workflows.
    Last updated

  • web-search-plus-mcp

    robbyczgw-cla
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    license
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    quality
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    maintenance
    A Model Context Protocol server that gives AI assistants access to 7 search providers with intelligent auto-routing. Analyzes query intent and picks the best provider automatically — no manual switching needed. Install, configure your keys, and go.
    Last updated
    2
    2
    MIT

  • Gemini Google Web Search MCP

    louxsye
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    license
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    quality
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    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.
    Last updated
    1
    3
    Apache 2.0

  • Perplexity Web MCP

    jacob-bd
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    license
    B
    quality
    A
    maintenance
    Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, Claude 4.6 Opus, Gemini 3.1 Pro, etc.) via MCP tools, CLI, or API, with support for deep research, model council, and multi-turn conversations.
    Last updated
    30
    154
    MIT

  • Web Search Tool

    vikrambhat2
    F
    license
    -
    quality
    D
    maintenance
    Provides a Google search tool via the Serper API, returning structured results and a summary answer for LLMs like Claude.
    Last updated
    1