AgentSentry is a security operations studio. It passively scans public websites for observable configuration weaknesses, uses Google Gemma to explain each finding and suggest an evidence-grounded fix, stores scan history and remediation status in Snowflake, and proves fixes with a rescan. It also keeps the original AI-agent security gateway (SAFE / WARN / ATTACK) and the public GitHub repository prompt-injection analysis.