Top AI Product

Every day, hundreds of new AI tools launch across Product Hunt, Hacker News, and GitHub. We dig through the noise so you don't have to — surfacing only the ones worth your attention with honest, no-fluff reviews. Explore our latest picks, deep dives, and curated collections to find your next favorite AI tool.


Devin Security Swarm (Cognition) finds 36 of 50 real GHSA vulnerabilities — 3 that every other tool missed

Devin isn’t just writing code anymore. On July 1, Cognition launched Devin Security Swarm, an AI agent product that hunts exploits: a swarm of parallel Devin agents sweeps your entire codebase (Cognition calls it Agentic MapReduce), reproduces every finding in an isolated sandbox to prove it’s actually exploitable, then ships a remediation PR. No pattern matching, no false-positive dumps — runtime-validated exploits only.

The numbers

On 50 real GHSA vulnerabilities across 14 languages: 72% recall at $90 per run. Claude Security scored 68% at $132 — Devin is 30% cheaper per finding. Three critical bugs, including a PHP sandbox bypass and a Spring Kafka deserialization hole, were caught by Devin alone.

API access

It runs on the Devin platform. Enterprises plug in via the Devin API, schedule daily or weekly scans, and incremental runs only touch changed code — the obvious move is wiring it into CI for validated findings plus fix PRs. A six-week Devin Security Program clears CVE backlogs.

Agent swarms hunting vulnerabilities is 2026’s hottest security category — Anthropic’s Glasswing, XBOW — and Devin just entered with the best accuracy-per-dollar numbers.


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