Local RAG Backend
A local RAG backend powered by Docker Compose, supporting various document formats for search.
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ArcKnowledge (Custom RAG)
Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable authentication and…
Multimodal Model Context Protocal Server
Integrates with Pixeltable for multimodal data indexing and querying. Provides multiple server implementations for audio, video, images, and documents…
Aegis
A deterministic context compiler for AI coding agents. Aegis replaces RAG with a Directed Acyclic Graph (DAG) to strictly enforce software architecture and…
MinecraftBuildMCP
# MinecraftBuildMCP …
MCP Server Exploration
# MCP A simple example of a client and server using the Connect API. ## Usage Run an MCP server: ```bash CONNECT_API_KEY="<your key>"…
🔍 🤖 🌐 Ollama Chat with MCP
This app demonstrates use of MCP server and client in a local model chat via Ollama that incorporates web search via Serper.
PostgreSQL MCP Server with LLM Chat Example on Clever Cloud
A Node.js application on Clever Cloud that uses an MCP server for PostgreSQL along with a language model to enable natural language querying of a PostgreSQL…
Rongcloud Native
# Rongcloud Native MCP RongCloud IM service based on MCP protocol (wrapping Rust SDK) ## Usage ### Prerequisites - Install UV Package Manager ```bash pip…
Chronicle MCP
Chronicle MCP is a high-performance, universal local chat history archive connector designed specifically for Model Context Protocol (MCP) clients like Cursor…
AI Assistant Chat with Nmap Tool Integration
An example MCP server with a couple nmap scans as tools.
Nutritionix_mcp
Nutritionixmcp is a prototype chat application that lets users log meals in natural language. It parses food items via an MCP server backed by the Nutritionix…
Ethora MCP CLI
Chat & messaging SDK and cloud platform for your apps. Supports AI agents and RAG bots.
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<div align="center"><b><a href="README.md">English</a> | <a href="readme_CN.md">简体中文</a> | <a href="readme_JP.md">日本語</a> | <a…
Atlassian MCP Server Client
# Atlassian MCP Server Client A command-line client for connecting to Model Context Protocol (MCP) servers, specifically designed to work with Atlassian's…
🧠 Custom MCP Server Demo
<h1 align="center">🧠 Custom MCP Server Demo</h1> This project is a Custom MCP (Model Context Protocol) Server built using Python, It’s designed to demonstrate…
Test Neon MCP Server in React Server Components
This repository uses Waku and React Server Components to demonstrate how to use Neon’s MCP Server with the Anthropic API and a custom chat interface. It is a…
AI-powered chat system with multiple MCP servers.
This system is a client‑server architecture based on the Model Context Protocol (MCP). It connects a host application (Claude) with three specialized MCP…
Multi-User MCP Server with Chatbot and Agent
Multi user Full Stack App with Chatbot and Agent in Javascript, FastAPI and PyMongo
HDW MCP Server
A Model Context Protocol server that provides comprehensive access to LinkedIn data and account management through the HorizonDataWave API. It enables user and…
MemGPT Sample
A simple, abridged MemGPT agent written in Spring Boot. Includes a running as a REST API or MCP server. Also includes a simple ChatBot App to interact with the…
any-chat-completions-mcp
Integrate Claude with Any OpenAI SDK Compatible Chat Completion API - OpenAI, Perplexity, Groq, xAI, PyroPrompts and more.
Google Chat
Lightweight Google Chat integration server enabling OAuth2-authenticated access to chat spaces and messages with flexible date-based filtering for developers.
Mcp Langchain Bridge
Expose any LangChain chain, agent, or tool as an MCP server. Schema-aware tool registration, tool-call tracing, retry and timeout policies, and structured…