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When and How to Use CodeMap4AI

Using a code map can significantly improve both AI-driven programming (like Vibe workflows) and code analysis — helping AI understand the bigger picture, reduce hallucinations, and deliver more accurate, context-aware results.

When to Use It:

📌 For ChatGPT users — totally free and token-safe.
📌 For large or multi-file projects — better than pasting everything.
📌 For consistent AI context across multiple sessions.

💡 Bonus: When you're working with just a few files, having the full project structure from the code map helps reduce AI hallucinations. It allows the AI to understand how those pieces fit into the bigger picture — which is especially important in large or legacy projects where context matters.

Use Cautiously with API:

💸 Each API call with code map data can be expensive (~$1 per 100k tokens).
✅ Best used once per session or only when needed.
⛔ Avoid sending the code map in every call unless absolutely necessary.

Recommended for devs using ChatGPT Pro or exploring AI pair-programming workflows.

If you have any questions, feature requests, need help, or want to give feedback — feel free to contact us at