Deterministic, local-first context builder for flow automation exports: redacts sensitive data, detects risks, and produces auditable bundles for AI assistants and support workflows: flow analysis, subflow expansion, secret redaction, token budgeting, and reproducible bundle generation via CLI and VUE web app.

A beginner-friendly tutorial demonstrating how to build, visualize, and execute multi-step AI workflows using the CrewAI framework. This repo showcases real-world examples like generating random cities, fetching live weather data, and summarizing results using LLMs, leveraging the power of flow orchestration with @start and @listen decorators.