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Create CODE_AUDIT.md
Verified signatureComprehensive code audit + HF template analysis This document provides: - Line-by-line audit of app.py (326 lines, 5 tabs) - Analysis of all backend modules (10 agents, enrichment manager, integrations) - Security & best practices review - HF Space template recommendations (Admin Dashboard pattern) - Gradio custom components integration guide - Priority action items for MVP functional UI KEY FINDINGS: ✅ Excellent backend implementation (100% complete) ❌ Zero frontend functionality (no input components) ✅ Pre-commit hooks + error handling implemented ⚠️ Missing input validation, rate limiting, encryption RECOMMENDATIONS: 1. Use Admin Dashboard template pattern 2. Add CSV upload + enrichment button + results display 3. Integrate Gradio File, Dataframe, and custom components 4. Estimated 2-3 days for functional MVP UI Status: READY FOR REVIEW AND IMPLEMENTATION8e5ee3f
