Categories

Current Category: rag

multi-tenant-rag-mcp-server

by chiatzenw-cur

#faiss#mcp-server+5

kernel-mcp-server

by karthik-sundar

Kernel MCP Server connects AI assistants to the Kernel platform, enabling cloud app management, web automation, and JavaScript evaluation. 🌐🚀

#agentic-ai#ai+19

terragrunt-mcp-server

by nataliagranato

Um servidor Model Context Protocol (MCP) especializado em análise e validação de projetos Terragrunt na versão 0.82.3.

#infrastructure-as-code#mcp+6

azure-blob-storage-mcp-server

by harveymarshall

A simple MCP Server for interacting with Azure Blob Storage

#azure#blob+5

mcp-server-qdrant-enhanced

by triepod-ai

Enhanced Qdrant MCP Server is a production-ready fork of the original that transforms the basic MCP server into an enterprise-grade solution with GPU acceleration, multi-vector support, and automated deployment infrastructure.

#cuda-support#docker+10

flexible-graphrag

by stevereiner

Uses LlamaIndex for graph building from content. Vector, GraphRAG, and Full text hybrid search. Docling document processing. Configurable with what graph database, vector database, search database, LLM, data sources to use. Angular, React, and Vue UIs MCP server support

#alfresco#graphrag+8

ModelServerAndDevelopmentPlatform

by LuxePlay

This is a comprehensive large model service platform designed to facilitate rapid deployment and application of large model services in small and medium-sized enterprises. The platform mainly includes large model service and application modules, data management modules, and development documentation modules.

#agent#agents+15

qdrant-neo4j-crawl4ai-mcp

by isfnr1

Discover the Qdrant Neo4j Crawl4AI MCP Server, a powerful tool for intelligent AI coordination using vector and graph intelligence. 🌐🚀

#agentic-rag#ai+18

gcp-storage-mcp

by uysalserkan

A Model Context Protocol (MCP) server that provides seamless integration with Google Cloud Storage, enabling AI assistants to perform file operations, manage buckets, and interact with GCS resources directly.

#fastapi#fastmcp+8

web-rag-fusion-mcp-server

by Renewdxin

A powerful RAG (Retrieval-Augmented Generation) server with dynamic embedding provider support via the Model Context Protocol (MCP)

#ai#llama-index+6

markitdown

by BlackPanther05

MarkItDown simplifies markdown processing with new MCP server support for LLM apps. Explore features and updates in our GitHub repository! 🐙📦

#atom#csi+17

yamcpscanner

by deagle9055

# YAMCP: Yet Another MCP Security Scanner**YAMCP** is an open-source Python tool for scanning **Model Context Protocol (MCP)** servers for vulnerabilities. This tool combines passive and active checks to help secure your systems against emerging threats. 🛡️💻

#agentic#agentic-ai+11

local-RAG-backend

by suwa-sh

This is the backend for a RAG system that runs on Docker Compose. It registers documents in a wide range of file formats, which can be searched using the MCP server.

#ai#changes-over-time+19

custom-MCP-servers

by KaushalprajapatiKP

Custom MCP Server with RAG, Weather, Brave Search & Notes — A fully featured MCP server built with FastMCP, integrating OpenAI models, GroundX RAG capabilities, Brave News Search, Weather API, and local notes handling. Designed for developers to run intelligent multi-agent systems with semantic search, document ingestion,and LLM-based interactions.

#fastmcp#groundx+8

qdrant-neo4j-crawl4ai-mcp

by BjornMelin

MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security, monitoring, and Kubernetes deployment. AI/ML engineering powerhouse.

#agentic-rag#ai+18

memcord

by ukkit

🧠 AI Memory Management for Claude Desktop. Save, search & organize chat history with intelligent summarization. MCP server.

#ai-assistant#ai-memory+18

github-stars

by ccbikai

A Cloudflare-powered MCP (Model Context Protocol) Server that allows you to search and query your GitHub starred repositories using natural language.

#autorag#cloudflare+5

rag-mcp-pipeline-research

by dzikrisyairozi

A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.

#llms#mcp-server+4

monkdb-mcp

by monkdbofficial

An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜

#ai-agents#ai-gateway+13

monkdb-mcp

by manohar9694

An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜

#ai-agents#ai-gateway+12

pdf-rag-mcp-server

by hyson666

PDF RAG server for cursor.

#cursor#mcp+5

amazon-q-index-mcp

by windson

MCP Server using Amazon Q Business Cross App index

#amazon#amazon-q-business+16

mcp-star

by 7382019917

MCP Star is a curated collection of top-notch Model Context Protocol servers, showcasing the best implementations in the community. Join us on GitHub to explore, contribute, and enhance your MCP experience! 🌟💻

#agent#ai+18

AI_Agent_with_MCP

by vanthe9812

# AI_Agent_with_MCPThis project sets up a Model Context Protocol (MCP) server using Google's Agent Development Kit (ADK) to create intelligent agents that work together. 🤖 Explore the various agents designed for tasks like data analysis, web searches, and code generation. 🛠️

#a2a#agentic-framework+18

rag_new

by CLoaKY233

Production-ready RAG system with intelligent query decomposition, streaming responses, and GitHub Models integration. Features async architecture, multi-turn conversations, and enterprise-grade error handling for complex reasoning tasks. 2. MCP Client (mcca)

#agentic-ai#azure-ai+7

amazon-q-index-mcp

by colegui242

This repository contains an MCP server for Acme Company that integrates with Amazon Q Business' cross-app index. Follow the setup instructions to configure your environment and run the application smoothly. 🚀🛠️

#amazon#claude-desktop+12

MayaMCP

by MOK-5-ha

Agentic demo for an AI that can take customer orders, make recommendations, handle transactions through the Stripe MCP server, and engage customers with meaningful conversations, all while maintaining a friendly and professional demeanor. Potential for deployment in a real-world setting as a simple service robot.

#agent#artificial-intelligence+8

rag-mcp

by PhuocSang07

RAG MCP Server

#mcp#mcp-server+3

rag-app-on-aws

by genieincodebottle

Terraform-based Infrastructure as Code (IaC) for deploying complete AWS backend services, integrated with Google's free-tier Gemini Pro and Gemini Embedding models for AI powered document querying including Remote Streamable HTTP based Web Search MCP Server,streamlit UI..

#api-gateway#aws+20

CodeRAG

by JonnoC

MCP Server for Neo4J-based GraphRAG (Graph Retrieval-Augmented Generation) for code projects

#code-analysis#mcp-server+5

rust-docs-mcp-server

by Govcraft

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

#ai#ai-safety+20

mcp-ipfs

by alexbakers

🪐 MCP IPFS Server

#ai#decentralized+9

MCP-RAG

by hulk-pham

A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.

#chromadb#mcp-server+3

RAG_MCP

by mytechnotalent

A RAG-ready MCP server for semantic PDF search with OCR, FAISS, and transformers—plug into any MCP client and retrieve intelligent answers within your MCP client.

#agent-based-modeling#agent-workflow-server+11

mcp-with-semantic-kernel

by LiteObject

Integrate Model Context Protocol (MCP) tools with Microsoft Semantic Kernel to build AI-driven workflows. This C# project connects MCP servers to Semantic Kernel, enabling LLMs to call external tools seamlessly. Features example code for developers exploring AI orchestration with .NET.

#ai#csharp+9

memory-mcp-server

by Sinhan88

A MCP (Model Context Protocol) server providing long-term memory for LLMs

#ai-memory#claude+14

filesystem-mcp

by Tabeeh

Node.js Model Context Protocol (MCP) server providing secure, relative filesystem access for AI agents like Cline/Claude.

#claude-desktop#component+15

solon-ai

by opensolon

Java AI (agent) full scenario application development framework (LLM, Function Call, RAG, Embedding, Reranking, Flow, MCP Server, Mcp Client). Compatible with java8 ~ java24.

#ai#chat+16

chunker-mcp

by tarjeir

This cli tool/Model Context Protocol (MCP) server chunks source code files using LangChain's RecursiveCharacterTextSplitter and stores the resulting chunks in a ChromaDB vector database, including line range metadata for each chunk.

#indexing#indexing-engine+9

adk-mcp-rag

by khoi03

A Retrieval-Augmented Generation (RAG) system that leverages Google's Agent Development Kit (ADK) and Qdrant vector database via MCP server.

#adk-python#agentic-ai+6

tigris-mcp-server

by tigrisdata

The Tigris MCP Server implements the MCP specification to create a seamless connection between AI agents and Tigris key features like bucket and object management.

#mcp#s3-storage+6

unstorage-mcp

by slow-groovin

Key-Value storage MCP server based on unjs/unstorage, support drivers: redis, mongodb, filesystem. http

#kv-store#mcp+4

wandering-rag

by wandermyz

A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple Notes, etc., stored in Qdrant and exposed as an MCP server.

#mcp#obsidian+2

mcp-storage-server

by storacha

Storacha MCP storage server - self-sovereign data for your AI applications.

#decentralized-storage#filecoin+9

tiny_chat

by to-aoki

This is an LLM application with chat functionality, featuring chat using RAG, a database, and MCP server capabilities. The UI is designed for Japanese users.

#chat#continue+7

react-mcp-client

by Darko-Martinovic

A modern React-based client for Model Context Protocol (MCP) servers with AI-powered chat interface, Azure OpenAI integration, and advanced trace debugging capabilities.

#azure#azure-openai+12

qdrant-mcp-hybrid-public

by marlian

Local-first TypeScript MCP server for Qdrant with client isolation, LM Studio integration, and scalable document workflows.

#claude#claude-compliant+10

rag-browser

by aashari

A Browser Automation Tool for Humans and AI - Built with Playwright, optimized for Bun runtime, supporting CLI and MCP Server modes for webpage analysis and automation

#browser-automation#playwright+11

mcp-pinecone

by sirmews

Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG

#mod#rag+4

localmind

by timosur

LocalMind is an local LLM Chat App fully compatible with the Model Context Protocol. It uses Azure OpenAI as a LLM backend and you can connect it to all MCP Servers out there.

#mod#rag+4

refact

by smallcloudai

AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, plans, executes, and iterates until it achieves a successful result.

#ai-agent#developer-tools+10

the-pensieve

by seanivore

One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and links, you understand, when they are in this form.

#ai-memory#claudeme+7

mcp-local-rag

by nkapila6

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨

#mcp#mcp-server+5

mcp-ragdocs

by hannesrudolph

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.