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Ethical security tools that test apps and networks, run bug bounties, audit SSH keys, reveal data exposure, and connect teams with vetted experts and AI scans.

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Among top-reviewed hacking tools, Ethiack emphasizes autonomous, continuous pentesting with AI-driven attack-surface monitoring and low-noise findings—suited to teams wanting always-on coverage and compliance evidence. Detectify complements with automated web/API scanning and researcher-fed checks ideal for dev-centric workflows. For managed crowdsourced testing programs, Hackrate Ethical Hacking Platform centralizes engagement with vetted hackers, offering cost-efficient audits and vulnerability triage.

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We built Argus - it reads your source code to tell you if an attack would actually work

Hi Product Hunt

We're building Argus, our API security platform.

The problem: security tools tell you an endpoint is getting hammered, but not whether that matters. Most abuse traffic is noise. Some of it isn't. Teams burn hours figuring out which is which.

Argus closes that gap. When it sees abnormal abuse frequency on an endpoint, it pulls the raw source code behind that endpoint and uses AI to assess whether an attacker could actually cause damage there. So instead of an alert count, you get a damage path or confirmation that there isn't one.

5 comments•48 views

1mo ago

I reviewed 15+ vibe-coded fintech startups and found the same security gaps

Over the last few weeks, I reviewed more than 15 vibe-coded fintech and startup-style web apps.

The surprising part was this:

Even when teams were using AI coding tools, security agents, framework defaults, and modern deployment platforms, I still kept finding serious external security gaps.

Not always one-click hack type issues, but the kind of problems that slowly stack up into real risk:

8 comments•71 views

4mo ago

Anyone actually checked their vibe-coded app for security holes, or just hoping for the best?

Been thinking about this after seeing a few posts here about vibe-coded apps breaking in production. Auth bugs, webhook failures, that kind of thing.

What worries me more is the stuff that doesn't break loudly. No error, no crash, it just quietly leaks data or accepts requests it shouldn't. Things like exposed API keys sitting in the frontend bundle, missing rate limits, or database rules that let any logged in user read rows that aren't theirs. None of that throws an error. It just sits there until someone finds it.

For the non-engineers building real products with this stuff, what does your actual security check look like before you launch. Are you running anything to scan for this, paying someone to review it once, asking the AI itself to audit its own code, or just shipping and hoping nothing bad happens.

Curious if there is an actual workflow people are settled on, or if this is still the part everyone quietly skips.

11 comments•129 views

2mo ago

ApyHub

Do Vibe coders actually test things?

If the agent writes the code who s actually testing it?

Do you still go through edge cases and user scenarios manually, or are you also delegating please break my app to another agent now?

31 comments•319 views

3mo ago

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