Time to exploit after disclosure has reduced to <1 day.
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GeezerVison is showing www.coderabbit.ai — CodeRabbit Security | AI Security Reviews & Deep Scans OverviewExample scan data Repository postureHigh / critical · Medium · Verified web-app api auth workers web-app api auth workers Security TrendScan findings by severity over time + Repository+ Finding typeAI Deep ScanDependency vulnerabilities 30d90d180d MoreFewer EarlierLater CodeRabbit Secure Find and fix security vulnerabilities before AI turns them into exploitsSecure your codebase from the PR to the repo. Start with a deep scan. Security is part of every engineer’s jobLegacy tools weren’t built for a world of AI-enabled hackers. 2018847days 2026<1day Time to exploit after disclosure has reduced to <1 day. 50%more vulnerabilities in AI-written code. AgentjackingMulti-LLM attacksRAG backdoorsIndirect prompt injection Attack patterns keep changing.Tools need to catch novel risks. Fight AI with AI.Security agents powered by semantic reasoning, not static rules Agents that think like an attacker.Traces exploitable paths across files, services, and trust boundaries to find a new class of vulnerabilities. Continuous security monitoring.Identifies and acts on security vulnerabilities in near-real time. On every repo and every PR. Reduces noise by verifying.Checks reachability, exploitability, and blast radius so only real risks end up in your queue. Auto-repairs vulnerabilities.Drafts fixes for the issues it finds. All you have to do is merge. How it worksroutes.tsauth.tsorders.tsdb.ts 3 rejected 1 confirmed Pull request opened Two ways to scan.Continuous monitoring that keeps pace with every PR. PR scansAutomatic reviews before merge, inline on your PR. Deep scansAgentic investigation across your whole codebase on demand or on a schedule. Your attack surface, visualized and contextualized.A security posture map with a real-time, at-a-glance view of your risk. repository posture high/criticalmediumverifiednot yet walked core78/78 api42/42 auth12/14 workers9/9 Vulnerabilities only agentic tools surfaceAgentic tools reason across your attack surface to find complex vulnerabilities. api/invoices.tsIllustrative
Access control · High No ownership check ties the session user to the invoice. Any signed-in user can read every invoice by iterating IDs. IDORObject references checked across services, not just within one handler. agents/support-bot.tsIllustrative
LLM security · Critical Ticket text is interpolated into a tool-calling prompt. A crafted ticket can steer the agent into calling refundTool on another customer's order. Prompt injectionUntrusted text flowing into prompts, tool calls, and agent decisions. checkout/confirm.tsIllustrative
Business logic · High The coupon applies after the total is charged. Re-submitting the step refunds the discount against an already-captured payment. Logic flawsAbuse paths that only appear when you reason about what the code is meant to do. search/query.tsIllustrative
Data flow · Critical Input is escaped for HTML, not SQL, one file upstream. The ORDER BY concatenation stays injectable. Injection chainsTainted input traced through helpers and layers to the query it finally reaches. preview/image.tsIllustrative
Server side · High A user-supplied URL is fetched server-side. Internal endpoints, including cloud metadata, become reachable. SSRFRequest builders that let user input steer internal traffic. wallet/withdraw.tsIllustrative
Concurrency · High Balance check and debit are not atomic. Two parallel withdrawals both pass the check and the account goes negative. Race conditionsCheck-then-act windows an attacker can win with parallel requests. api/invoices.tsIllustrative
Access control · High No ownership check ties the session user to the invoice. Any signed-in user can read every invoice by iterating IDs. IDORObject references checked across services, not just within one handler. agents/support-bot.tsIllustrative
LLM security · Critical Ticket text is interpolated into a tool-calling prompt. A crafted ticket can steer the agent into calling refundTool on another customer's order. Prompt injectionUntrusted text flowing into prompts, tool calls, and agent decisions. checkout/confirm.tsIllustrative
Business logic · High The coupon applies after the total is charged. Re-submitting the step refunds the discount against an already-captured payment. Logic flawsAbuse paths that only appear when you reason about what the code is meant to do. search/query.tsIllustrative
Data flow · Critical Input is escaped for HTML, not SQL, one file upstream. The ORDER BY concatenation stays injectable. Injection chainsTainted input traced through helpers and layers to the query it finally reaches. preview/image.tsIllustrative
Server side · High A user-supplied URL is fetched server-side. Internal endpoints, including cloud metadata, become reachable. SSRFRequest builders that let user input steer internal traffic. wallet/withdraw.tsIllustrative
Concurrency · High Balance check and debit are not atomic. Two parallel withdrawals both pass the check and the account goes negative. Race conditionsCheck-then-act windows an attacker can win with parallel requests. api/invoices.tsIllustrative
Access control · High No ownership check ties the session user to the invoice. Any signed-in user can read every invoice by iterating IDs. IDORObject references checked across services, not just within one handler. agents/support-bot.tsIllustrative
LLM security · Critical Ticket text is interpolated into a tool-calling prompt. A crafted ticket can steer the agent into calling refundTool on another customer's order. Prompt injectionUntrusted text flowing into prompts, tool calls, and agent decisions. checkout/confirm.tsIllustrative
Business logic · High The coupon applies after the total is charged. Re-submitting the step refunds the discount against an already-captured payment. Logic flawsAbuse paths that only appear when you reason about what the code is meant to do. search/query.tsIllustrative
Data flow · Critical Input is escaped for HTML, not SQL, one file upstream. The ORDER BY concatenation stays injectable. Injection chainsTainted input traced through helpers and layers to the query it finally reaches. preview/image.tsIllustrative
Server side · High A user-supplied URL is fetched server-side. Internal endpoints, including cloud metadata, become reachable. SSRFRequest builders that let user input steer internal traffic. wallet/withdraw.tsIllustrative
Concurrency · High Balance check and debit are not atomic. Two parallel withdrawals both pass the check and the account goes negative. Race conditionsCheck-then-act windows an attacker can win with parallel requests. Real risk, not noise.Three analyses run on every finding before it reaches you. ReachabilityCan anyone get there? Findings no attacker can reach are capped at low severity. ExploitabilityIs it even exploitable? A verification pass rejects findings that are extremely hard to exploit. Blast radiusWhat does it touch? The agent maps the impact and severity of a successful exploit. From the team trusted by 20k engineering teams worldwide.
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