Beelzebub ChatGPT Honeypot

A honeypot designed to detect and trap malicious actors impersonating ChatGPT.

EstablishedOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Stable

License

Open Source

Data freshness

Verified · Jul 12, 2026

Overview

What is Beelzebub ChatGPT Honeypot?

Beelzebub is a tool that creates a honeypot environment mimicking the behavior of ChatGPT, aimed at identifying and capturing bad actors who attempt to impersonate or exploit AI chatbot systems. It serves as an essential security measure for organizations looking to protect against sophisticated cyber threats.

Key differentiator

Beelzebub stands out by providing a specialized solution for detecting and trapping malicious actors who attempt to exploit AI chatbot systems, offering a unique approach in the cybersecurity domain.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Mimics ChatGPT behavior to detect malicious actors.medium

Self-hosted for complete control over deployment and data security.medium

Open-source, allowing customization and integration with existing systems.medium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited integrations with third-party tools and serviceshigh

Documentation only covers basic setup with minimal examples of external service integration

Complex setup process for self-hostingmedium

Setup guide lacks detailed steps, requiring significant configuration and troubleshooting

Fit analysis

Who is it for?

✓ Best for

Organizations looking to protect against ChatGPT impersonation attacks.

Cybersecurity researchers studying the behavior of malicious actors targeting AI chatbots.

✕ Not a fit for

Projects requiring real-time interaction with users, as it is a honeypot and not an interactive tool.

General-purpose applications that do not require security against ChatGPT impersonation.

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with Beelzebub ChatGPT Honeypot

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →