nowfound

AI · May 3, 2025

PwnScan

For at least a few years (since before COVID), in my circle everbody wants an AI tool that finds vulnerabilities in binaries. I have my reservations about such a tool because of my perception that AI is overhyped, so I decided to build one myself to see how useful it could be (or not). I was actually kinda surprised how well it worked for my collection of binaries with known CVEs. It definitely has false positives and negatives, as any static analysis tool would, but I think its actually somewhat usable. I dont think the results are super actionable, but interesting nonetheless. I still…

PwnScan launched on May 3, 2025 with 8 votes, #2,977 of 7,905 launches that month and more than 50% of that year's launches. The site was not reachable when checked in September 2026.

What it does

PwnScan finds vulnerabilities in binaries using static analysis and AI.

In the maker’s words, at launch

For at least a few years (since before COVID), in my circle everbody wants an AI tool that finds vulnerabilities in binaries. I have my reservations about such a tool because of my perception that AI is overhyped, so I decided to build one myself to see how useful it could be (or not). I was actually kinda surprised…

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