Vector Search

MCP server for semantic search of Hugging Face models and datasets

Web search and RAG MCP server using Exa API and Firecrawl API

Graph RAG MCP Server for Obsidian vault with unified ChromaDB store and Gemini 2.5 Flash

Enterprise-grade MCP server with sequential thinking, project convention learning, and intelligent memory management

RAG MCP Server with calculator, trigonometric, and stock quote tools

Knowledge management tool for code repositories using vector embeddings

MCP RAG Agent

Context Lens - Give your LLM glasses to understand meaning, not just read words. Semantic search for AI assistants.

Python Codebase Analysis RAG System - MCP Server for analyzing Python code using AST and vector database

Chroma MCP Server - Vector Database Integration for LLM Applications

A RAG MCP server for codebase understanding.

Augmented Codebase Indexer - Semantic code search with precise line-level location results

MCP-RAG system built with the Model Context Protocol (MCP) that handles large files (up to 200MB) using intelligent chunking strategies, multi-format document support, and enterprise-grade reliability.

MCP Qdrant Server with OpenAI Embeddings

Agentic RAG with MCP Server - Powerful tools for entity extraction, query refinement, and relevance checking

AI-Powered MCP server for KQL query execution with Natural Language to KQL (NL2KQL) conversion, intelligent schema memory, RAG-enhanced context assistance, and semantic search capabilities

Semantic code search over a local repository, with AST-based chunks and incremental re-indexing.

MCP server for Hybrid Search - provides read-only access to collections and chunks via FastAPI backend

Local HWP/HWPX retrieval for Codex and Claude Code over MCP

MCP-compliant server for persistent hippocampus-style memory management with semantic search