Fast LLM & Agents & MCPs
This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands Agents, Google Agent Development Kit…
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Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
MCP-RAG: Modular RAG Pipeline using MCP & GroundX
MCP server Implantation for RAG (GroundX API)
RAG-MCP Pipeline Research
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.
MCP Server with FAISS for RAG
# MCP Server with FAISS for RAG This project provides a proof-of-concept implementation of a Machine Conversation Protocol (MCP) server that allows an AI agent…
CarsXE
# 🚗 CarsXE MCP Server A modular, extensible Model Context Protocol (MCP) server for querying and analyzing vehicle data from the [CarsXE…
Solon Ai
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded…
Universal Context Pipeline
Local-first MCP server that indexes folders, PDFs, code, and past AI conversations — and exposes them as a single grounded-search tool. Runs fully offline.
Zero-Vector v3
A server for Zero-Vector's hybrid vector-graph persona and memory management system, featuring advanced LangGraph workflow capabilities.
Storm MCP Server with Sionic AI serverless RAG
# Storm MCP Server with Sionic AI serverless RAG ## Korean (한국어) ### Storm MCP(Model Context Protocol) Server Storm MCP(Model Context Protocol) 서버는 LLM 애플리케이션과…
Voyageai Cli
MCP server for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search. Provides 11 tools for semantic search, document ingestion, cost estimation…
Knowledge MCP Server
# Knowledge MCP Server A Model Context Protocol (MCP) server that provides tools for managing and querying knowledge bases through vector databases. This…
UML-MCP-Server
# UML-MCP-Server [English](README.md) | [中文](README_zh.md) [](https://smithery.ai/serv…
RAG Application
A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.
🐝 Swarms MCP Documentation Server
MCP server to connect AI agents to any github corpa
Mcp Jobs
# mcp-jobs 基于 MCP(Model-Controller-Provider)架构的多平台职位聚合服务，支持从主流招聘网站(猎聘、BOSS直聘、智联招聘、前程无忧)获取职位信息，为大模型提供结构化的职位数据。 [![NPM Version][npm-image]][npm-url] [
Notion MCP Server
# Notion MCP Server  This project implements an [MCP…
Lspace
# Lspace API & MCP Server > "Books bend space and time... You stray into Lspace at your peril." - Terry Pratchett (Guards! Guards!) 
Grok MCP
A MCP server for xAI's Grok API, providing access to capabilities including image understanding, image generation, live web search, and reasoning models.
Kelnix Datamind Curator
AI-Ready Data & Context Engineering API. Connect any data source — PostgreSQL, CRMs, APIs — and get clean, structured, AI-ready data in seconds. Natural…
🧠 Adaptive Graph of Thoughts
An intelligent scientific reasoning framework that uses graph structures and Neo4j to perform advanced reasoning via the Model Context Protocol (MCP).
Wikimedia Image Search
An MCP server enabling AI assistants or agents to search Wikimedia Commons images with metadata and visual thumbnails.
Crawl4AI RAG MCP Server
A distributed Model Context Protocol (MCP) server implementing an intelligent web ingestion and retrieval-augmented generation pipeline for AI agents and…
Ilograph MCP Server
# Ilograph MCP Server A comprehensive Model Context Protocol (MCP) server for automated Ilograph diagram generation from codebases. This server analyzes source…