Fast-agent is an interactive CLI/TUI framework for building, running, and evaluating AI agents. It integrates with multiple LLM providers including Hugging Face inference and OpenAI Codex, supports Model Context Protocol for tool/server extensions, and includes a skills registry for agent capabilities. The platform provides shell integration, workflow orchestration, and evaluation modes for testing agent performance.