Decoding Vibecoding
Understand and evolve any codebase in minutes with AI-powered feature mapping. Get deep insight into your project architecture, feature interconnections, and technical bottlenecks — instantly.

- of startups are vibecoded
- 0%
- of codebases are AI-generated
- 0%
- less time to onboard to a new repo
- 0%
Agentic workflow for vibecoding
Understand and evolve any codebase in minutes
This app turns a GitHub repository into an interactive feature map created by an AI agent. Non-programmers can explore how the system works, ask questions about the codebase, and trigger auditable code changes without touching an IDE or learning git. We use a full end-to-end agentic workflow: GitHub OAuth, AWS Amplify, Step Functions, and Gemini all working together.
- GitHub-native onboarding
- Connect a repo with OAuth and we automatically crawl the codebase, build a structured feature map, and keep it in sync with every push—no local setup, no terminal.
- Explainable feature graph
- We turn files and folders into an interactive feature map with readable summaries, dependencies, and associated files so vibecoders can see how everything fits together.
- Natural language code editing
- Ask for changes in a Gemini-powered chat (“add a settings page”, “refactor auth flow”) and the agent gathers context, edits code, and opens commits directly in GitHub.
- Secure, auditable workflow
- GitHub OAuth, scoped tokens, and Step Functions keep every AI action logged, allowing users to trace exactly which files were read, changed, and committed.

