One FastMCP server, one port — expose each tool group at its own native MCP URL, so every agent sees only the tools it needs. No proxy, no gateway.

Local Agentic AI Framework using Model Context Protocol (MCP), LangGraph, and Ollama

A Local Agentic School Management System using Model Context Protocol (MCP), LangGraph, and Ollama. Feature-rich PoC with SQLite data, PDF reporting, and an AI-driven Streamlit interface.

A beginner project demonstrating how to build a watsonx Orchestrate agent backed by an MCP server using the ADK. Covers the M+N integration pattern — agents connect to one MCP toolkit, the toolkit routes to tools, tools call the API. No direct agent-to-tool wiring.

MCP Server for Wireshark/TShark packet analysis and live capture

Manage school data locally with MCP, LangGraph, and Ollama for natural language queries, PDF reports, and privacy-first admin control