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Researchers make an AI team that does a penetration test without help

The system used a software flaw to get in on 64.9 percent of tries, and no other group did a test of it.

Claimed, not confirmed

Researchers at Harbin University of Science and Technology and a police laboratory in Sichuan Province made PentestMCP, a group of AI agents. The agents do a penetration test. This is an approved attack on a computer system to find weak points. The authors report tests on more than 100 known flaws with GPT-5.2. The average success rate was 74.0 percent for the step to find flaws.

How it works

PentestMCP lets a language model use known tools, such as Nmap and Metasploit, through one standard interface. The authors report that this cuts the errors that occur when a model writes its commands.

The agents keep a task graph. This is a set of tasks that the agents change when they get new facts about the target.

The numbers

With GPT-5.2, the average success rates for more than 100 known flaws were:

  • Information gathering: 87.2 percent
  • Find flaws: 74.0 percent
  • Use a flaw to get in: 64.9 percent

The authors compare the system with PentestGPT and other systems. They give no numbers for those systems here.

Self-learning

When the system makes a new exploit, it keeps it in a knowledge base. The authors report that the system will learn from each test.

What is not known

No other group did a test of these results. The numbers come from tests by the authors.

Sources

  1. AI Agents Now Hack Systems Autonomously in Landmark Cybersecurity StudyBioengineer.org
AI MATTER · NEWS · AI MATTER · NEWS ·18 OCT2026

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