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"Examples of online search and data retrieval services" matching MCP servers:

  • search-online-mcp

    gastonmorixe
    A
    license
    -
    quality
    D
    maintenance
    Exposes a standardized web search tool via Brave Search for MCP clients like Codex, Claude, and Cursor, returning stable JSON.
    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.
    4
    15
    2
    MIT
  • EOSC Data Commons Search by EOSC-Data-Commons

    EOSC Data Commons Searchofficial

    EOSC-Data-Commons
    A
    license
    -
    quality
    A
    maintenance
    Enables natural language search and discovery of open-access scientific datasets through the EOSC Data Commons OpenSearch service. Provides tools to search datasets and retrieve file metadata using LLM-assisted queries.
    14
    MIT

  • 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.

  • of-mcp

    ThiTheGoat
    A
    license
    A
    quality
    C
    maintenance
    Provides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.
    4
    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.
    1
    Apache 2.0

  • weavatrix-online

    sergii-ziborov
    A
    license
    -
    quality
    A
    maintenance
    Provides an online MCP overlay for Weavatrix Cloud and Enterprise, enabling sync, advisory refresh, and architecture contract pull with explicit confirmation.
    62
    1
    MIT

  • Exact Online

    iwebdevnl
    A
    license
    -
    quality
    B
    maintenance
    Hosted MCP server for Exact Online. Ask questions, pull reports, and prepare bookings you approve first.
    MIT

  • mcp-services

    san-npm
    A
    license
    -
    quality
    D
    maintenance
    Multi-tool MCP server for AI agents with 29 tools across web scraping, SEO analysis, screenshot and PDF generation, domain intelligence, content extraction, multi-chain EVM blockchain queries, and security toolkit. Free tier available with no auth required.
    33
    1
    MIT

  • mcp-retrieval-probe

    borisknight
    A
    license
    -
    quality
    B
    maintenance
    An evaluation harness that probes MCP-based retrieval servers for calibration, relevance, coverage, citation integrity, and more, also exposing the probes as MCP tools for assistants and CI agents.
    MIT

  • MCP Stateless Examples

    rajesamp
    A
    license
    -
    quality
    C
    maintenance
    Educational MCP server demonstrating the 2026-07-28 stateless protocol with raw Starlette, no SDK, featuring tools, request state handles, MRTR elicitation, and subscriptions.
    MIT

  • agent-services-mcp

    Gareth1953
    A
    license
    A
    quality
    C
    maintenance
    A thin MCP server that wraps provenance-receipts and quality-gate services as tools, enabling AI agents to certify content origin and score quality via Ed25519-signed receipts.
    5
    92
    MIT