Data & Search

A Model Context Protocol (MCP) server for web scraping using Crawl4AI

MCP server for RDS MySQL

Persistent memory for AI thinking partnerships: hybrid search and a temporal knowledge graph.

MCP server enabling LLM-powered access to multi-dimensional geo-spatial datacubes in rasdaman.

MCP server enabling LLM-powered access to multi-dimensional geo-spatial datacubes in rasdaman.

Ramp MCP Demo

An MCP server for SQL database management using SQLite.

Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS.

A generic RAG MCP server with pluggable embedding providers and vector stores

Documentation RAG pipeline with a Textual dashboard and MCP server

RAG MCP Server for document search and retrieval

MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing

This is a local rag-mcp solution with chromadb using langchain and docling

Rag Knowledge MCP Server by MEOK AI Labs

Rag Knowledge Graph MCP Server by MEOK AI Labs

MCP Server for RAG documentation search with Qdrant and Ollama

Recursively scrapes websites and builds a localized memory context to return specific reference text chunks.

Intelligent CLI-based Project Context Engine with MCP server support

RAG Agent - MCP Server for LightRAG

MCP servers for the Radia CAE ecosystem -- Cubit / build123d / gmsh / NGSolve / PEEC / IH + 30+ specialized knowledge subpackages (panel-review, CLN MOR, COMSOL multilingual RAG, electromagnet, magnetic-materials, motor, accelerator, NMR/MRI, NDT, metamaterial, WPT, TEAM benchmark, etc.). See READ…