# BUZZ

- **Event:** [Gemini 4 Argon SF Hackathon](https://cerebralvalley.ai/e/gemini-4-argon-sf)
- **When:** Sun, Oct 25 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [James Orellana](https://cerebralvalley.ai/u/james1337), [Nisarga Patel](https://cerebralvalley.ai/u/nisarg)
- **GitHub:** https://github.com/nisargap/buzz
- **Demo video:** https://drive.google.com/file/d/1JoEYl4_fp34fu1KeY1hjHkZwBOvm0Foj/view?usp=sharing
- **Gallery:** https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery/10

⚡ Buzz is an autonomous, codebase security auditor/mapper and Pull Request remediator powered by Gemini 4 Argon’s 1M-token context window.

The Problem It Solves
Traditional security scanners only inspect files or dependency manifests in isolation - generating noisy false positives, missing cross-file vulnerabilities, and leaving developers to manually trace code and write fixes.

How Buzz Solves It
1. 1M-Context Full-Repo Auditing: Connects to GitHub via Supabase Auth, loads your entire repository into Gemini 4 Argon's 1M context window (with auto-compaction at 1M tokens), and cross-references your manifests and source code against 1,220+ live CVEProject/cvelistV5 records in Supabase Postgres to deliver a clear Security Health Score (0–100) and Grade (A–F).
2. 1-Click Pull Request Remediation: Synthesizes surgical fixes for discovered vulnerabilities, automatically branches or forks the repository, and opens ready-to-merge GitHub Pull Requests in one click.
3. Visual System Design Diagrams & Agentic Chat: Generates interactive component-flow architecture diagrams and includes a "Talk to Buzz" assistant that answers codebase questions, suggests patches, and executes PR creation directly from chat.

Try it out: https://buzz-pied.vercel.app/

Built With: Gemini 4 Argon • Rust Vercel Serverless Functions • Supabase Postgres & GitHub OAuth • HTML + HTMX + Custom Pixel-Art SVG Animations.

## More from Gemini 4 Argon SF Hackathon

- [BEAMTEAM](https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery/7)
- [Alpesh Chokshi](https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery/8)
- [Argon Fighter](https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery/9)
- [Super Auto Research](https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery/11)
- [FixtureFit](https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery/12)
- [Recall Storm](https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery/13)

---

Markdown version of https://cerebralvalley.ai/e/gemini-4-argon-sf/hackathon/gallery/10. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt