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

  • 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

  • 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-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

  • QuickBooks Online MCP

    AshciR
    F
    license
    -
    quality
    B
    maintenance
    Enables reading and creating invoices, and looking up customers and items in QuickBooks Online via natural language.

  • Python MCP Server Examples

    cyanmage
    A
    license
    -
    quality
    D
    maintenance
    A collection of Python-based Model Context Protocol servers that extend AI assistant capabilities with tools for calculations, AWS services (S3 and RDS), and PostgreSQL database operations.
    MIT No Attribution

  • 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.
    1
    MIT