Top AI Product

So I woke up this morning, checked GitHub Trending like I always do, and there it was — [PentAGI](https://github.com/vxcontrol/pentagi) sitting right at the top with over 1,300 new stars in a single day. That kind of spike doesn’t happen often, so naturally I had to dig in.

PentAGI is a fully autonomous AI agent system built specifically for penetration testing. The idea is pretty straightforward: instead of manually chaining together a dozen security tools and writing custom scripts between each step, you describe a target and let a team of AI agents figure out the rest. There’s a researcher agent that gathers intel, a coder that writes and adjusts exploit scripts, and an infrastructure agent that manages the environment. They coordinate with each other, share context, and build on previous findings — kind of like having a small red team that never sleeps.

What actually impressed me is the engineering behind it. Everything runs inside isolated Docker containers, so you’re not accidentally nuking your own network. It ships with over 20 integrated security tools — we’re talking Nmap, Metasploit, sqlmap, the usual suspects — all orchestrated through a Go backend with a React frontend and GraphQL APIs. There’s even a knowledge graph powered by Neo4j that lets the system remember successful approaches across sessions. That long-term memory piece is something most AI tools still don’t bother with.

On the LLM side, you can plug in OpenAI, Claude, Gemini, DeepSeek, or run local models through Ollama. That flexibility matters a lot if you’re working in environments where sending data to external APIs isn’t an option. The whole thing is MIT-licensed too, which is refreshingly open for a tool this capable.

Is it going to replace a skilled pentester? No. But as an assistant that handles the tedious reconnaissance and initial exploitation phases, it’s genuinely useful. If you’re in infosec and haven’t checked it out yet, head over to the [official site](https://pentagi.com/) or grab the source from [GitHub](https://github.com/vxcontrol/pentagi). Cybersecurity News also did a [solid writeup](https://cybersecuritynews.com/pentagi-penetration-testing-tool/) if you want more details before diving in.