RagWiser
RagWiser is a Retrieval Augmented Generation (RAG) system built with Spring Boot that enables users to upload PDF documents, process them, and ask questions…
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MCP (Model Context Protocol)
The Model Context Protocol (MCP) is a standardized way introduced by Anthropic for LLMs to interact with external tools, functions, and inject context. It…
Gemini Context MCP Server
An MCP server that leverages Gemini’s capabilities for context management and caching. It maximizes Gemini’s 2M token context window while providing tools for…
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
MCP with Gemini Tutorial
It is a tutorial repository that provides the complete code for building a Model Context Protocol (MCP) server with Google's Gemini 2.0 model. The server…
Inception ICORE Server
Model–Context–Protocol (MCP) Server A modular, extensible Rust-based server providing short-term, long-term, and latent memory services, a chat endpoint backed…
Qwen Mcp Server
# Qwen MCP Server > Qwen AI Chat Guide for Qwen3.6-Plus, Flash, and 1M Context [](./LICENSE)…
Quick Example
# Standardizing LLM Interaction with MCP Servers Model Context Protocol, or MCP, is [an open protocol that standardizes how applications provide context to…
Memos
# MemOS: Memory Operating System for AI Agents MemOS is an open-source **Agent Memory framework** that empowers AI agents with **long-term memory, personality…
Mcp_server_integration_with_ollama
This repository demonstrates integration between an MCP (Model Context Protocol) server and Ollama. It is for developers interested in combining MCP server…
🌐 MCP-Server-101
This project 🌐 is a robust implementation of the Model Context Protocol (MCP), designed to facilitate seamless integration and interaction with various…
ACP-MCP-Server
A bridge server that connects Agent Communication Protocol (ACP) agents with Model Context Protocol (MCP) clients, enabling seamless integration between…
Agent_go
# AgentGo MCP Service Documentation ## Table of Contents 1. [Overview](#overview) 2. [Architecture](#architecture) 3. [Integration with…
Prompt Decorators
A standardized framework for enhancing how LLMs process and respond to prompts through composable decorators, featuring an official open standard specification…
Slackbot MCP
A Slackbot LLM agent that allows connecting to an LLM and MCP servers
Part 1. Real-Time LangGraph Agent with MCP Tool Execution
This project demonstrates a decoupled real-time agent architecture that connects LangGraph agents to remote tools served by custom MCP (Modular Command…
Void MCP Server
# Void MCP Server This project provides a Model Context Protocol (MCP) server for managing LLM context data. A small utility `run_local.py` can launch a local…
Model Context Protocol(MCP) 编程极速入门
This is a step‑by‑step tutorial that teaches how to build a Model Context Protocol (MCP) server and client from scratch using Python 3.11 and the uv package…
🚀 API Revolution: Model Context Protocol (MCP) Meets Web API
This project automates email-based user registration for LLM apps using the Model Context Protocol (MCP). It acts as a simple backend that receives email…
Model Context Protocol (MCP) Server for GitHub using Claude Desktop
# Model Context Protocol (MCP) Server for GitHub using Claude Desktop Add the following code to the `./Library/Application\…
Gemini Function Calling + Model Context Protocol(MCP) Flight Search
Model Context Protocol (MCP) with Gemini 2.5 Pro. Convert conversational queries into flight searches using Gemini's function calling capabilities and MCP's…
Shopify MCP Server
# Shopify MCP Server A Model Context Protocol (MCP) server to connect clients like Claude with Shopify store data. This server exposes tools for retrieving…
MCP Tools
# MCP Tools A custom Model Context Protocol (MCP) server implementation that provides file system and command execution tools for Claude Desktop and other LLM…
🚀 MCP-Ollama Server
Extends Model Context Protocol (MCP) to local LLMs via Ollama, enabling Claude-like tool use (files, web, email, GitHub, AI images) while keeping data private…