# Contexualize

- **Event:** [Zero to Agent: Vercel x Deepmind Hackathon SF](https://cerebralvalley.ai/e/zero-to-agent-sf)
- **When:** Sat, Mar 21 at 9:00 AM – 10:00 PM (PDT)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Atin Kumar Singh](https://cerebralvalley.ai/u/atin5551), [Shashwat Mahalanobis](https://cerebralvalley.ai/u/ShashwatM)
- **GitHub:** https://github.com/ShashwatM3/contextualize
- **Demo video:** https://www.youtube.com/watch?v=ZUym6CEB8Mw
- **Gallery:** https://cerebralvalley.ai/e/zero-to-agent-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/zero-to-agent-sf/hackathon/gallery/72

Contextualize is a powerful end-to-end context engine powered by Gemini that automatically compiles raw library documentation into modular execution packs for autonomous coding agents. Built natively as a Vercel skill, it injects these high-precision blueprints directly into tools like Cursor so your agent instantly knows exactly how to build any new feature. The system processes data through a robust multi-stage pipeline that cleanly separates web scraping, local codebase grounding, and strict API validation into focused, bite-sized stages. By replacing bulky text with exact code patterns and strict project boundaries, Contextualize completely prevents AI hallucinations and allows developers to ship flawless applications at lightning speed.

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Markdown version of https://cerebralvalley.ai/e/zero-to-agent-sf/hackathon/gallery/72. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt