AI-Entropy-Mapper (AIEM) is a sophisticated AI detection and network mapping tool designed for security researchers studying artificial intelligence systems in the wild. Part of the NullSec MysteryMACHINE framework.
- 🔹 Shannon Entropy Calculation - Statistical randomness measurement
- 🔹 Chi-Squared Analysis - Distribution uniformity testing
- 🔹 Compression Ratio Analysis - Redundancy detection
- 🔹 Burstiness Metrics - Pattern irregularity detection
- 🔹 N-gram Analysis - Sequence pattern recognition
- 🔹 PyTorch Neural Classifier - Deep learning-based detection
- 🔹 Perplexity Analysis - GPT-2 based text evaluation
- 🔹 Behavioral Fingerprinting - Response pattern analysis
- 🔹 Timing Analysis - Response latency profiling
- 🔹 Linguistic Markers - AI-specific language patterns
- 🔹 NetworkX Graph Modeling - Relationship visualization
- 🔹 Endpoint Discovery - Automated AI service detection
- 🔹 Clustering Analysis - AI network grouping
- 🔹 Cytoscape Export - Professional graph visualization
- 🔹 Interactive Plotting - Matplotlib visualizations
- 🔹 20+ Injection Payloads - Comprehensive test suite
- 🔹 Direct Injection Tests - System prompt extraction
- 🔹 Jailbreak Attempts - Guardrail bypass testing
- 🔹 Delimiter Attacks - Context boundary testing
- 🔹 Encoding Bypass - Filter evasion techniques
- 🔹 Rich Terminal UI - Beautiful console output
- 🔹 Offensive Security Styling - NullSec-themed interface
- 🔹 Multiple Commands - entropy, detect, scan, map, probe
- 🔹 JSON/YAML Output - Machine-readable results
# Decrypt the source archive
openssl enc -aes-256-cbc -d -pbkdf2 -in aiem-source.tar.gz.enc -out aiem-source.tar.gz
tar -xzf aiem-source.tar.gz# After decryption
cd ai-entropy-mapper
python3 -m venv venv
source venv/bin/activate
pip install -r requirements.txt
pip install -e .
# Run
aiem --help# Entropy analysis
aiem entropy analyze "text to analyze"
# AI detection
aiem detect --url https://api.example.com/chat
# Prompt injection scan
aiem scan --target https://chatbot.example.com
# Network mapping
aiem map --discover --output network.json
# Full probe
aiem probe --target https://ai-service.com --fullAIEM integrates with the MysteryMACHINE unified AI detection framework:
| Component | Purpose |
|---|---|
| 🧬 Bio AI Model | Biological AI detection via biometrics |
| 🔢 Entropy Mapper | Digital AI fingerprinting |
| 🕸️ Network Mapper | AI infrastructure mapping |
| 🔓 Prompt Scanner | Vulnerability assessment |
FOR AUTHORIZED SECURITY RESEARCH ONLY
Obtain proper authorization before testing AI systems
bad-antics | NullSec Framework 2026
"Mapping the invisible AI infrastructure"