An intelligent local AI agent that searches live Wikipedia using LangGraph and FastMCP. Powered by Ollama (Gemma 3B), it spawns a private MCP server over stdio to query real-time summaries and links—eliminating hallucinations without needing external API keys. Perfect as a clean blueprint for building local tool-calling agents.