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  • A
    license
    C
    quality
    D
    maintenance
    A Model Context Protocol server that exposes over 200+ APIs from API.market as MCP resources, allowing large language models to discover and interact with various APIs through natural language commands.
    34
    25
    4
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4
  • A
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    Not graded
    quality
    D
    maintenance
    A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides stock market research tools including real-time quotes, news search, semantic context retrieval, watchlist management, and saving research notes/reports.
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides LLM-free search tools across Confluence, JIRA, code, and project knowledge for any MCP client.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI coding assistants to search and retrieve information from a locally ingested knowledge base using hybrid search, grounded in user-curated documentation.
    17
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Fully decentralized P2P web search engine for LLMs. Crawls, indexes, and searches the web via a peer-to-peer network — no API key, no billing. Exposes 5 MCP tools: web_search, fetch_page, crawl_url, fact_check, and status.
    5
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to read, write, search, and manage persistent, decentralized context memory via a GCS-backed MCP server, with tools for document storage, retrieval, and STIM protocol nuggets.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.
    Apache 2.0