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    license
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    quality
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    maintenance
    Enables AI assistants to search and ask questions about documents stored in AnythingLLM workspaces through MCP tools.
    4
    MIT
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    quality
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    maintenance
    Provides LLMs with specialized knowledge about fountain pen inks, enabling intelligent ink search, color matching, and recommendations through various tools.
    6
    GPL 3.0
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    quality
    C
    maintenance
    A server that connects MCP clients (Claude, Cursor, Windsurf, etc.) to EventCatalog instances, allowing users to ask questions about their event-driven architecture and get insights about domains, services, and message schemas directly within their development tools.
    87 npm
    24
    MIT
  • A
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    quality
    F
    maintenance
    A Model Context Protocol server that provides natural language access to Cortex API, enabling users to query information about their system's structure and make faster decisions about services, incidents, and team responsibilities.
    8
    MIT
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    quality
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    maintenance
    Exposes a personalized AI agent that reads your resume and provides intelligent responses about your professional background through a standardized MCP server interface with RAG capabilities.
    MIT
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    Not graded
    quality
    B
    maintenance
    MCP server for local-first RAG over Obsidian vaults, enabling AI agents to search and ask questions about notes with grounded citations.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Imagine you could hand Claude a filing cabinet of your documents and say "remember all of this." Later you just ask questions, and Claude answers from what it remembers — citing which document each fact came from. That's Memorised them All. It's a small add-on (an MCP server) for Claude Desktop and Claude Code that: Reads your files — PDFs, Word/Excel/PowerPoint, web pages, images (with OCR), ev
    1
    MIT
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    maintenance
    Enables users to query information about LPDP scholarship financial disbursement using RAG with Pinecone vector search and Gemini 2.0 Flash, answering questions about funding components, deadlines, living allowances, and required documents.
    MIT
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    quality
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    maintenance
    A Model Context Protocol (MCP) server that enables LLMs to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB. Ask LLMs questions about the dataset as a whole or about specific documents.
    8 npm
    78
    MIT
  • A
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    Not graded
    quality
    F
    maintenance
    A unified Docker container that runs Qdrant vector database and provides REST API and MCP interfaces for vector storage and semantic search, compatible with Claude vector hooks.
    2
    MIT
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    license
    Not graded
    quality
    B
    maintenance
    A local-first iMessage retrieval system that serves hybrid full-text and vector search over an MCP server, enabling an AI assistant to answer questions about your correspondence.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables semantic and full-text search over markdown notes, with tools to create, edit, move, and delete notes, all through MCP. Runs entirely locally using Ollama for embeddings and SQLite for storage, working with Obsidian or standalone.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to explore MCP concepts, retrieve quickstart guides, and ask questions with Redis-cached answers, supporting deployment on Cloudflare Workers and Docker.
    MIT
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    Not graded
    quality
    B
    maintenance
    Enables AI assistants to answer questions about the operator's current focus, engagements, reusable patterns, availability, and service offerings, with responses grounded in structured data and including confidence labels and source citations.
    5 npm
    1
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables semantic search over VTT transcript files using AI-powered structured summaries, allowing natural language queries about client call transcripts through Claude Desktop or Copilot Studio.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to search and ask questions about Arknights world lore through hybrid retrieval and retrieval-augmented generation, with source annotations on generated answers.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables web search and document retrieval capabilities through Tavily API and LangConnect vector database, supporting AI agents in gathering information for comprehensive report generation.
    23
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