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Exploring GraphRAG and HybridRAG

  • Why this server?

    This server provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context, which aligns with the RAG concept.

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    An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context. Uses Ollama or OpenAI to generate embeddings. Docker files included
    19
    14
    TypeScript
    MIT License
    • Apple
    • Linux
  • Why this server?

    Vectorize MCP server is listed which specifies 'advanced retrieval' and 'text chunking' which is useful for RAG pipelines.

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    Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
    3
    15
    17
    JavaScript
    MIT License
    • Apple
    • Linux
  • Why this server?

    This server enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, aligning with the RAG approach.

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    Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.
    62
    13
    TypeScript
  • Why this server?

    This server enables semantic search and RAG over your Apple Notes, providing tools for information retrieval, which aligns with the RAG concept.

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    A Model Context Protocol server that enables semantic search and RAG over your Apple Notes, allowing AI assistants like Claude to search and reference your notes during conversations.
    6
    TypeScript
    • Apple
  • Why this server?

    Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.

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    Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.
    158
    TypeScript
    • Apple
  • Why this server?

    Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.

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    Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.
    5
    4
    TypeScript
    Apache 2.0
  • Why this server?

    Enables searching for files by name fragments via JSON-RPC or an HTTP REST API, with options for direct use or integration with other tools like VS Code.

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    Enables AI assistants to search and access arXiv research papers through a simple Message Control Protocol interface, allowing for paper search, download, listing, and reading capabilities.
    4
    1
    Python
    Apache 2.0
  • Why this server?

    Provides tools for listing and retrieving content from different knowledge bases using semantic search capabilities.

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    Provides tools for listing and retrieving content from different knowledge bases using semantic search capabilities.
    2
    6
    TypeScript
    The Unlicense
    • Linux
    • Apple
  • Why this server?

    Integrates Jina.ai's Grounding API with LLMs for real-time, fact-based web content grounding and analysis, enhancing LLM responses with precise, verified information.

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    Integrates Jina.ai's Grounding API with LLMs for real-time, fact-based web content grounding and analysis, enhancing LLM responses with precise, verified information.
    1
    6
    2
    JavaScript
    MIT License
    • Linux
  • Why this server?

    The MCP Server for Weaviate facilitates integration with Weaviate using a customizable Python-based server, enabling interaction with Weaviate databases and OpenAI APIs via configurable URL and API keys.

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    The MCP Server for Weaviate facilitates integration with Weaviate using a customizable Python-based server, enabling interaction with Weaviate databases and OpenAI APIs via configurable URL and API keys.
    44
    Python
    GPL 3.0
    • Apple