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

  • io.github.VelvetSP/web

    VelvetSP
    A
    license
    -
    quality
    A
    maintenance
    An open-source MCP server providing AI agents with neural web search via Exa and tiered web fetch (Exa, local browser, Firecrawl) as a drop-in replacement for built-in web tools, preserving provenance and guarding against SSRF.
    Last updated
    1
    MIT

  • retrieval-lens

    Vbj1808
    A
    license
    A
    quality
    B
    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
    23
    2
    MIT

  • rag-retrieval-mcp

    MaryamZi
    A
    license
    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

  • 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.
    Last updated
    1
    2

  • Retrieval-Augmented Thinking

    stat-guy
    A
    license
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    quality
    D
    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

  • web-mcp

    magico13
    F
    license
    -
    quality
    C
    maintenance
    Enables web search using DuckDuckGo and content retrieval from URLs, returning markdown with pagination support.
    Last updated

  • Ollama Web Search

    deXterbed
    A
    license
    A
    quality
    B
    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-doctor

    Baneado98
    A
    license
    A
    quality
    B
    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
    A
    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
    A
    license
    A
    quality
    C
    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

  • web-scout

    SanZiNEO
    A
    license
    B
    quality
    B
    maintenance
    A reconnaissance MCP server that discovers web data sources by monitoring network requests and extracting API structures, enabling AI to understand data location and format without full crawling.
    Last updated
    21
    2
    MIT