Build and deploy a full-stack RAG app on AWS with Terraform, using free tier Gemini Pro, real-time web search using Remote MCP server and Streamlit UI with token based authentication.

Building blocks for rapid development of GenAI applications

RAGFlow MCP Server - A Model Context Protocol server integrating with RAGFlow APIs

RAGFlow MCP Server Aider

RAGFlow MCP Server Continue

This mcp server is used to search content from the ragflow knowledge base.

MCP server exposing RAG-Forge pipeline operations as agent-callable tools

MCP server for generating and integrating Flexoki theme setup across web projects.

Ragie Model Context Protocol Server

🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL

Discover RAG-capable MCP servers. Search by meaning; filter by remote, citations, local. Four tools.

RAG chatbot with MCP tool calling — chat with your documents locally using Ollama, ChromaDB, and Next.js

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

RAG MCP Server for document search and retrieval

Donkit RagOps Agent

Search your knowledge bases from any AI assistant using hybrid RAG.

A Python application that loads and processes both web pages and local documents, indexing their content using embeddings, and enabling semantic search queries.

Generate QA datasets & evaluate RAG systems. Privacy-first, any LLM, local or cloud.

MCP server for Prometheus integration

Specialized AI skills, agents, rules and hooks for modern Rails AI driven-development + Spec-Driven-Development kit + MCP

38 MCP tools give AI agents live Rails schema, routes, models, and conventions.

Rails version diff comparison through GitHub API integration.

A Ruby gem implementation of a Model Context Protocol (MCP) server for Rails projects. This server allows LLMs (Large Language Models) to interact with Rails projects through the Model Context Protocol.