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Esp Mcp

This is just a proof-of-concept of MCP. As I see it, there is much that can be done to make it more useful with embedded devices, home assistants, or documentation. If you have any ideas, we can discu

AzureDevOpsMCP

A proof-of-concept MCP Server that can query Azure DevOps

SimpleMCP

Proof of concept for cloudflare worker mcp server

Blockchain CLI in Rust

A simple blockchain implementation in Rust featuring SHA-256 hashing, CLI interface, and MCP server integration. Demonstrates core blockchain concepts through block creation and chain validation while

Ummon

The semantic layer for software engineering: Connect code to meaning, build on understanding

WASM MCP Server

A proof-of-concept implementation of a Model Context Protocol (MCP) server that runs in WebAssembly (WASM) within a web browser. This project demonstrates the integration of MCP tools and resources in

MCP Guide Server (v0.1.4)

A beginner-friendly guide server that helps users understand MCP concepts, provides interactive examples, and demonstrates best practices for building MCP integrations. Features tools for exploring MC

Document Understanding MCP Server

A document reading, search, and metadata server to provide access to PDFs (and, in the future, other formats) to LLMs via the Model Context Protocol (MCP)

MCP Knowledge Base

A knowledge base and experimental playground for exploring the Model Context Protocol (MCP)—understanding how hosts, servers, LLMs, and tools interact.

🧠 AutoGen-Compatible Multi-Agent Research POC with Ollama + BraveSearch

This project is a proof of concept for running a local-first multi-agent system using: 🤖 Local LLMs via Ollama 🧩 Simple function/tool-call detection using <tool_call>... 🔍 Brave Search API or optional

MCP_understanding

URL-Based MCP Server

URL MCP is a proof of concept stateless MCP server builder that allows users to build MCP servers without writing or hosting code. It's intended for protocol and security experimentation rather than f

GENAI EVERYDAY

A repository dedicated to exploring, experimenting with, and applying Generative AI concepts and tools in practical, everyday scenarios.

Unified MCP Suite

A suite of Model Context Protocol (MCP) servers designed to enhance AI agent capabilities. Provides tools for media search/understanding (images, video), web information retrieval, PDF generation, and

A sample MCP server for understanding cloud spend

MCP for AWS Cost Explorer and CloudWatch logs

Building AI-Powered Applications with Spring AI and Model Context Protocol

Spring ai and Reactjs Based Proof of Concept of a Server Hosted MCP Client + MCP Server solution available for natural language interaction

awesome_kali_MCPServers

awsome kali MCPServers is a set of MCP servers tailored for Kali Linux, designed to empower AI Agents in reverse engineering and security testing. It offers flexible network analysis, target sniffing,

Concept Activation Network (CAN) MCP Server

MCP Advisor

MCP Server to assist LLMs and humans on Model Context Protocol spec compliance and understanding

awsome-kali-MCPServers

awsome kali MCPServers is a set of MCP servers tailored for Kali Linux, designed to empower AI Agents in reverse engineering and security testing. It offers flexible network analysis, target sniffing,

Mcp Memory Bank

A powerful, production-ready context management system for Large Language Models (LLMs). Built with ChromaDB and modern embedding technologies, it provides persistent, project-specific memory capabili

Understanding MCP Architecture: Single-Server vs Multi-Server Clients

MCP architecture demo with single-server & multi-server clients using LangGraph, AI-driven tool calls, and async communication.

gorse

Data On Tap Inc. is a Full MVNO operating network 302 100 in Canada. This is DOT's code repository. It includes advanced security and authentication, various connectivity tools, intelligence, includin

AWS Cost Explorer and Amazon Bedrock Model Invocation Logs MCP Server & Client

MCP server for understanding AWS spend