67,453 AI skills later, the scary part wasn't the obvious bad file. It was the “helpful” tool asking for the wrong power.
If you mostly use chat AIs and you're trying not to get left behind, this is the part I'd save. I almost scrolled past NVIDIA SkillSpector too, because a launch only matters if it changes your next move, not if it just lists more features.
What made me stop was simple: this isn't mainly a scan for obvious evil. It's more like asking, “Why is this cute little helper asking for keys to every room?” That means with AI helpers, I check the intention before I check the code.
In a research set of 67,453 skills, it caught the “say one thing, do another” kind of risk in 75.3% of suspicious cases, but only 6.8% of the clearly malicious ones [S001]. Plot twist: the bigger problem may be the tool that looks normal, sounds useful, and quietly asks for too much.
👀 Traditional bad-file scans still matter, but another paper says a lot of newer attacks slip past them unless you also read the instructions, the permissions, and where the data can travel [S003]. That hit me, honestly, because the danger is not always loud. Sometimes it's just a clean button with a messy back room.
🔒 Only tested on research datasets from the papers, not my own daily setup, so your results may vary. Save this for your next AI tool binge, or share it with the friend who installs every new AI helper first and asks questions later?