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 --full

AIEM integrates with the MysteryMACHINE unified AI detection framework:

FOR AUTHORIZED SECURITY RESEARCH ONLY
Obtain proper authorization before testing AI systems