Vector Search

Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval

MCP server for Inferra — deterministic rule-based decisions with RAG-powered explanations

MCP server that converts raster images (PNG/JPG/WEBP) to SVG vector format

A Retrieval-Augmented Generation (RAG) system that indexes the OWASP Web Security Testing Guide (WSTG) into a vector database, providing instant access to security testing methodologies via MCP (Model Context Protocol) for Claude Code integration.

Markdown based RAG system

Wandering RAG CLI tool

MCP RAG Server with FAISS vector database for Move files

MCP server for semantic code understanding and search

A MCP server project

MCP сервис для интеграции с Python RAG Server (DuckDB VSS)

MCP server for retrieving context from a Qdrant vector database

A Simple MCP RAG with GroundX

Read and write to Pinecone from Claude Desktop with Model Context Protocol.

MCP "server" that can perform a web search locally without the use of APIs.

MCP server for code retrieval from a fully indexed codebase using CocoIndex

MCP server for datapizza-ai documentation and examples

MCP RAG Server - Model Context Protocol (MCP)に準拠したRAG機能を持つPythonサーバー

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

MCP server for intelligent code analysis and search capabilities

RuvScan MCP Server - Sublinear intelligence for GitHub discovery