project9658/starter-anthill

SpecFlow AI: Intelligent Project Bootstrapping from Design, Task, and Documentation Sources

Overview: From Blueprint to Reality in One Orchestrated Motion

SpecFlow AI is a next-generation project scaffolding tool that transforms static design files, task management boards, and documentation into executable code structures. Unlike traditional starters that require manual alignment between Figma mockups, Linear tickets, Notion docs, and GitHub specs, this tool acts as a cognitive bridge—ingesting structured and unstructured sources, then generating a coherent, deployable project skeleton.

Think of it as a conductor for your development symphony: where ralph-starter introduced the concept of source integrations, SpecFlow AI takes it further by adding intelligent dependency mapping, multi-source conflict resolution, and adaptive template generation. It does not merely copy files; it synthesizes context from your design system, sprint backlog, and API documentation into a unified scaffold that maintains consistency across all layers.

Why SpecFlow AI Exists

Modern product development suffers from context fragmentation. A developer might have a Figma file showing the final UI, a Linear ticket describing the feature, a Notion page with technical specs, and a GitHub repository with existing code—yet aligning these into a working prototype takes hours of manual work. SpecFlow AI eliminates this by:

• Parsing visual hierarchies from Figma layers and converting them into component trees
• Extracting acceptance criteria from Linear and Notion into test stubs
• Resolving naming conflicts between design tokens and code conventions
• Generating API route skeletons from OpenAPI specs found in Notion or GitHub

Mermaid Diagram: The Orchestration Pipeline

graph TD
    A[Source Ingestion Lay