Why this server?
This server provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings.
Alicense-quality-maintenanceProvides 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.Last updated1116Why this server?
This server enables AI agents to perform Retrieval-Augmented Generation by querying a FAISS vector database containing Sui Move language documents.
Alicense-qualityCmaintenanceA Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.Last updatedApache 2.0Why this server?
This server provides a Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
AlicenseAqualityDmaintenanceA Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.Last updated641Why this server?
This server provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.

Chroma MCP Serverofficial
AlicenseAqualityDmaintenanceA server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.Last updated13541Apache 2.0Why this server?
This is an example of how to create a MCP server for Qdrant, a vector search engine.

mcp-server-qdrantofficial
AlicenseBquality-maintenanceThis repository is an example of how to create a MCP server for Qdrant, a vector search engine.Last updated21,370Why this server?
A Model Context Protocol (MCP) server providing semantic search and memory mining server based on PubTator3, providing convenient access through the MCP interface.
Flicense-qualityCmaintenanceModel Context Protocol (MCP) server implementation for semantic search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic search capabilities. You can use Claude and Cline AI AlsoLast updated14Why this server?
This server enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.
Flicense-qualityDmaintenanceEnables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.Last updated188382Why this server?
An MCP server that provides tools to retrieve and process documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
Alicense-qualityDmaintenanceA Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.Last updated1133MITWhy this server?
A Node.js implementation for vector search using LanceDB and Ollama's embedding model.
Flicense-qualityCmaintenanceA Node.js implementation for vector search using LanceDB and Ollama's embedding model.Last updated