LLM Agent Honeypot

LLM Agent Honeypot

Unveiling Real-World AI Threats

Project Overview

The LLM-Hack Agent Honeypot is a project designed to monitor, capture, and analyze autonomous AI Hacking Agents in the real world.

How It Works:

  1. Simulation: We deploy a simulated "vulnerable" service to attract potential threats.
  2. Catching Mechanisms: This service incorporates specific counter-techniques designed to detect and capture AI-Hacking Agents.
  3. Monitoring: We monitor and log all interactions, waiting for potential attacks from LLM-powered agents.

Why?

Our objectives aim to improve awareness of AI Hacking Agents and their current state of risks by understanding their real-world usage and studying their algorithms and behavior in the wild.

Total Interactions

15923201

Attempts to engage with our honeypot

Potential AI Agents

14

Passed prompt injection detection

Confirmed AI Agents

3

Passed both prompt injection and temporal analysis

Monthly Attacks: AI vs. Total

Note: The last month (2025-10) is still in progress.

Potential AI Agents Origins

  • 184.22.222.117 4 attempts
  • 195.158.248.232 4 attempts
  • 195.158.248.230 2 attempts
  • 43.154.253.197 1 attempts
  • 178.235.58.66 1 attempts
  • 193.200.78.23 1 attempts
  • 68.183.239.26 1 attempts

Potential AI Agents Distribution

  • India 42.86%
  • Thailand 28.57%
  • Hong Kong 7.14%
  • Poland 7.14%
  • Lithuania 7.14%
  • Singapore 7.14%

Confirmed AI Agents Origins

  • 43.154.253.197 1 attempts
  • 178.235.58.66 1 attempts
  • 68.183.239.26 1 attempts

Confirmed AI Agents Distribution

  • Hong Kong 33.33%
  • Poland 33.33%
  • Singapore 33.33%

Top Threat Origins

  • 159.203.11.24 156368 attempts
  • 196.251.84.225 128230 attempts
  • 167.71.228.234 78595 attempts
  • 93.188.83.96 71071 attempts
  • 89.252.190.72 64025 attempts
  • 94.156.8.237 63543 attempts
  • 47.243.35.191 62142 attempts
  • 180.184.97.52 61156 attempts
  • 144.91.108.32 60535 attempts
  • 58.120.245.189 58841 attempts

Global Threat Distribution

  • China 16.01%
  • United States 13.39%
  • India 6.62%
  • Singapore 5.61%
  • Germany 5.39%
  • Hong Kong 5.22%
  • Indonesia 3.81%
  • Iran 2.97%
  • Canada 2.88%
  • The Netherlands 2.74%

Ongoing Research

Our project continues to evolve as we gather more data on real-world AI threat actors. We're constantly refining our methods to stay ahead of emerging attack vectors and contribute valuable insights to the cybersecurity community.

By studying these AI agents in action, we're not just theorizing about potential risks—we're documenting and analyzing actual threats as they unfold. This real-time approach allows us to develop more effective defenses and push the boundaries of AI security research.

Contact: [email protected] | LinkedIn | Access Research Data