Eyeballer - A convolutional neural network for analyzing pentest screenshots by Bishop Fox

Give those screenshots of yours a quick eyeballing. Eyeballer is meant for large-scope network penetration tests where you need to find "interesting" targets from a huge set of web-based hosts. Go ahead and use your favorite screenshotting tool like normal (EyeWitness or GoWitness) and then run them through Eyeballer to tell you what's likely to contain vulnerabilities, and what isn't. Example Labels Old-Looking Sites Login Pages Webapp Custom 404's Parked Domains What the Labels Mean Old-Looking Sites Blocky frames, broken CSS, that certain "je ne sais quoi" of a website that looks like it was designed in the early 2000's. You know it when you see it. Old websites aren't just ugly, they're also typically super vulnerable. When you're looking to hack into something, these websites are a gold mine. Login Pages Login pages are valuable to pen testing, they indicate that there's additional functionality you don't currently have access to. It....