Snapshot 165105
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Scripts and page chrome removed; this is what change detection compares.
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CodeRabbit Secure
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2018847days
2026<1day
Time to exploit after disclosure has reduced to <1 day.
50%more vulnerabilities in AI-written code.
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 works
Two ways to scan.
Continuous monitoring that keeps pace with every PR.
PR scans
Automatic reviews before merge, inline on your PR.
Deep scans
Agentic 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 surface
Agentic tools reason across your attack surface to find complex vulnerabilities.
api/invoices.tsIllustrative
1router.get('/invoices/:id', async (req, res) => {
2 const invoice = await db.invoices
3 .findById(req.params.id);
4 return res.json(invoice);
5});
6
7
8
Access control · High
No ownership check ties the session user to the invoice. Any signed-in user can read every invoice by iterating IDs.
IDOR
Object references checked across services, not just within one handler.
agents/support-bot.tsIllustrative
1const reply = await llm.complete(`
2 You are a support agent with tools.
3 Ticket: ${ticket.body}
4`, { tools: [refundTool, lookupTool] });
5
6
7
8
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 injection
Untrusted text flowing into prompts, tool calls, and agent decisions.
checkout/confirm.tsIllustrative
1const total = cart.lockTotal();
2await payments.charge(card, total);
3applyCoupon(order, req.body.coupon);
4await order.confirm();
5
6
7
8
Business logic · High
The coupon applies after the total is charged. Re-submitting the step refunds the discount against an already-captured payment.
Logic flaws
Abuse paths that only appear when you reason about what the code is meant to do.
search/query.tsIllustrative
1const sort = sanitizeHtml(req.query.sort);
2const rows = await db.raw(
3 `SELECT * FROM repos ORDER BY ${sort}`
4);
5
6
7
8
Data flow · Critical
Input is escaped for HTML, not SQL, one file upstream. The ORDER BY concatenation stays injectable.
Injection chains
Tainted input traced through helpers and layers to the query it finally reaches.
preview/image.tsIllustrative
1const { url } = req.body;
2const img = await fetch(url);
3res.type('png').send(await img.buffer());
4
5
6
7
8
Server side · High
A user-supplied URL is fetched server-side. Internal endpoints, including cloud metadata, become reachable.
SSRF
Request builders that let user input steer internal traffic.
wallet/withdraw.tsIllustrative
1const balance = await wallet.balance(user);
2if (balance >= amount) {
3 await wallet.debit(user, amount);
4}
5
6
7
8
Concurrency · High
Balance check and debit are not atomic. Two parallel withdrawals both pass the check and the account goes negative.
Race conditions
Check-then-act windows an attacker can win with parallel requests.
Real risk, not noise.
Three analyses run on every finding before it reaches you.
Reachability
Can anyone get there? Findings no attacker can reach are capped at low severity.
Exploitability
Is it even exploitable? A verification pass rejects findings that are extremely hard to exploit.
Blast radius
What does it touch? The agent maps the impact and severity of a successful exploit.
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We're using CodeRabbit all over NVIDIA
Watch the NVIDIA customer story in a new tab
We're using CodeRabbit all over NVIDIA
Watch the NVIDIA customer story in a new tab
We're using CodeRabbit all over NVIDIA
Watch the NVIDIA customer story in a new tab
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