Unified, interoperable context management enabling dynamic, secure sharing and orchestration across AI components.

Client exposed ecosystem that shares tools and data with LLM apps using flexible transports and prompt templates.

A scalable MCP server enabling structured model-context exchange and context-aware routing across AI workloads.

MCP Client and Servers Implementation

Standardized, stateless gateway enabling unified access, security, and observability for diverse data sources and tools in LLM workflows.

MCP demos

ModelContextProtocol Demo

Lightweight bridge enabling LLMs to safely execute real-world tasks via structured tool calls with modular, transparent execution.

MCP Model Context Protocol

Smart Telegram bot combines group link collection with a personal RAG assistant, via Playwright automation, ChromaDB, and context-aware memory.

A powerful NestJS backend that bridges OpenAI's Agent framework with MCP (Model Context Protocol) servers, enabling AI assistants to execute real-world actions through natural language requests.

Template enabling modular agent collaboration via MCP and A2A, with local STDIO and remote HTTP transport for tool access and memory integration.

A modular MCP-powered AI system orchestrating specialized agents to deliver grounded, explainable answers with context-aware memory.

Web-based platform to deploy, manage, and monitor MCP instances from GitHub with containerization and cloud deployment.

CLI tool enabling GitHub operations and OpenAI queries leveraging contextual protocol with secure environment key management.

Claude AI connects NOAA tide data with AI agent workflows for proactive coastal insights and alerts.

Implement an MCP (Model Context Protocol) server with an AI agent using the OpenAI SDK and an OpenRouter base URL,

This is a personal playground using LangChain, NRP Nautilus hosted LLMs, and Model Context Protocol to interact with SHAREOK.org

AI-assisted SVG generation with style-aware prompts, best practices, and practical guidance tailored for Cursor IDE.

Semantic SOP retrieval with Italian multilingual embeddings, category filtering, and fast vector search via ChromaDB and RAG.

A light-weight, self-monitoring assistant using webcam, screen capture, and voice prompts for focused study sessions.

Type-safe GitHub resource management suite delivering repos, issues, PRs, branches and releases with robust validation and multi-token support.

Comprehensive API-driven tooling to manage GitHub Actions workflows and runs across repositories with creation, inspection, triggering, and usage insights.

Windows-focused bootstrap to rapidly enable MCP integration with Claude Desktop, including filesystem and GitHub access.