Vector Search

MCP server for ragdesk - list KBs, ingest text, and ask your local RAG API

RAG Agent - MCP Server for LightRAG

MCP server for RabbitMQ with semantic discovery (search-ids, get-id, call-id)

Model Context Protocol server for R2R retrieval system

MCP server for querying and retrieving Qiskit documentation, guides, and API references

Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.

A Model Context Protocol (MCP) server for Qdrant vector database with semantic search capabilities

Qdrant MCP server with configurable embedding providers

A Model Context Protocol (MCP) server that provides RAG capabilities to Cursor using Qdrant.

MCP server for reading LlamaIndex documents stored in Qdrant vector database

The complete Qdrant MCP server: manage Qdrant Cloud (clusters, backups, API keys) and your vector data (collections, hybrid search, text memory) from Claude Code, Codex, Cursor or any MCP client.

MCP server for priorwork.fyi — academic ML paper search for Claude Code and Cursor

MCP server giving LLM agents a seven-verb API over papers, documents, code, personal state, patents, and cached web/Wolfram/YouTube tool calls — backed by PostgreSQL + pgvector

Local RAG MCP server for code and documentation

PowerMem MCP Server - Model Context Protocol server for PowerMem memory management

MCP based Pocket Agent in vector db ( chroma) as storage

A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.

An MCP server with RAG capabilities using Azure OpenAI embeddings and pgvector for PostgreSQL.

A Model Context Protocol server for managing PDF documents with vector search capabilities

A Model Context Protocol (MCP) server for indexing and semantically searching PDF research papers