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Conservatory by Symphony
Review-first AI Agent for Code Security & GitHub PRs
Vibe coding is fast, but production handoff is fragile. Conservatory is a review-first AI Agent built with OpenAI & Codex ChatGPT-6 Astra that audits web apps for Supabase RLS leaks, WCAG & AEO, and generates safe GitHub Draft PRs—keeping humans in 100% control.
Hello Product Hunt 👋 Luciano here, founder of Symphony.
A few months ago, we launched Prelude on Product Hunt — an open-source terminal CLI to reveal why websites fail AI search readiness. The response from developers was amazing, but people kept asking us the exact same follow-up question:
"Prelude showed me what's broken in my web, schema, and AI readiness... but how do I fix it safely without breaking production?"
At the same time, the boom of Vibe Coding (Lovable, Base44, Bolt.new, v0, Cursor) made building the first draft of an app addictively fast. But moving those AI-built drafts into production introduced a whole new set of headaches:
• Critical Security Leaks: Missing Supabase Row-Level Security (RLS) policies and exposed keys.
• Accessibility & AI Invisibility: Over 95% of AI-generated layouts fail WCAG standards, making them invisible to AI search engines (AEO/GEO).
• The Fix-and-Break Loop: Asking AI agents in chat to fix bugs often results in regressions or broken production deployments.
So we built Conservatory v1.1 for the GPT-6 Astra Challenge. 🚀
Built with OpenAI & Codex, Conservatory is a neutral, review-first AI Agent designed to turn report evidence into safe, reviewable code:
1. Audit & Evidence: Scans public URLs or repos for cybersecurity leaks, WCAG accessibility, and AEO/GEO signals, producing an immutable Evidence Report (PDF/Markdown).
2. AI Agent Remediation: Explains report evidence, prioritizes launch-blocking issues, and prepares safe fix previews.
3. GitHub Draft PRs: Opens reviewable Draft Pull Requests on GitHub. We enforce a strict human-in-the-loop rule: no autonomous merges, no unreviewed deploys. You stay in 100% control.
🎁 GPT-6 Astra Challenge Special:
You can run a free instant audit right now at https://conservatory.app. Use the promo code ASTRA2026 inside the app to unlock 3 full Evidence Reports and GitHub Draft PR remediations for free!
I'd love your honest feedback today:
• If you're using AI builders, what is your biggest headache when moving from preview to production?
• How does your team currently review AI-generated code before client handoff?
• Does the review-first (Draft PR) workflow give you the confidence you need?
I’ll be here all day answering everything 🙌
Thanks!
About Conservatory by Symphony on Product Hunt
“Review-first AI Agent for Code Security & GitHub PRs”
Conservatory by Symphony was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #157 on the daily leaderboard. Vibe coding is fast, but production handoff is fragile. Conservatory is a review-first AI Agent built with OpenAI & Codex ChatGPT-6 Astra that audits web apps for Supabase RLS leaks, WCAG & AEO, and generates safe GitHub Draft PRs—keeping humans in 100% control.
On the analytics side, Conservatory by Symphony competes within Developer Tools, Artificial Intelligence, GitHub and OpenAI Day — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how Conservatory by Symphony performed against the three products that launched closest to it on the same day.
Who hunted Conservatory by Symphony?
Conservatory by Symphony was hunted by Luciano Guido. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Conservatory by Symphony including community comment highlights and product details, visit the product overview.
Luciano Guido