🔍 Enterprise-grade binary security analysis with AI-powered vulnerability detection and intelligent fuzzing harness generation
ShadowSeek is redefining how security teams and researchers approach binary analysis.
Built from the ground up with AI-native workflows, it empowers organizations to move from tedious reverse engineering to fast, automated, evidence-based vulnerability detection and fuzzing.
- 93%+ detection confidence powered by AI and pattern correlation
- 75+ dangerous function patterns recognized out-of-the-box
- Professional, shareable reports for audit and compliance
- Rapid onboarding: 5-minute setup, intuitive UI, visual workflow diagrams
- Transformative efficiency: Go from upload to actionable findings in minutes
ShadowSeek documentation is designed to make complex binary security accessible:
- User Docs: Visual guides, onboarding, and workflow diagrams
- Documentation Hub: Technical deep-dives, architecture, and analysis pipeline
graph TB
subgraph "Client Layer"
A[Web Browser :3000]
B[REST API Clients]
C[CI/CD Systems]
end
subgraph "Application Layer"
D[React Frontend]
E[Flask API Server :5000]
F[Task Manager]
G[AI Services]
H[Security Engine]
I[Fuzzing Generator]
end
subgraph "Analysis Layer"
J[Ghidra Bridge :4768]
K[Ghidra Headless Analyzer]
L[Analysis Scripts]
end
subgraph "Data Layer"
M[SQLite Database]
N[File System Storage]
O[Temporary Processing]
end
subgraph "External Services"
P[OpenAI GPT-4]
Q[Anthropic Claude]
R[Custom AI Models]
end
A --> D
B --> E
C --> E
D --> E
E --> F
E --> G
E --> H
E --> I
F --> J
J --> K
K --> L
E --> M
E --> N
F --> O
G --> P
G --> Q
G --> R
ShadowSeek leverages advanced risk scoring and AI-powered decision-making to select the most valuable fuzzing targets:
graph TD
A[Security Analysis] --> B[Function Risk Scoring]
B --> C[AI Target Selection]
C --> D[Priority Ranking]
D --> E[Harness Generation]
subgraph "Risk Factors"
F[Buffer Operations]
G[Input Validation]
H[Format Strings]
I[Memory Management]
end
B --> F
B --> G
B --> H
B --> I
- 🧠 AI-Powered Security Analysis — LLM-enhanced vulnerability detection with confidence scoring
- 🎯 Intelligent Fuzzing — AI-driven harness generation for AFL/AFL++/HongFuzz/LibFuzzer
- 🛡️ Comprehensive Detection — 75+ function patterns, CWE/CVE classification
- 🔄 Binary Diff Analysis — Compare binary versions with ghidriff
- 🎨 Professional UI — React dashboard, VS Code-style syntax highlighting
- 📊 Unified Security Dashboard — End-to-end workflow in one view
- ⚡ Production-Ready Output — Enterprise-quality harnesses and reports
git clone https://github.com/threatpointer/ShadowSeek.git
cd ShadowSeek
# 🚀 One-command setup - installs everything automatically!
python setup-shadowseek.py# Common setup options
python setup-shadowseek.py --auto # Non-interactive mode
python setup-shadowseek.py --refresh-env # Refresh environment variables
python setup-shadowseek.py --skip-system-check # Skip dependency checks
python setup-shadowseek.py --force-continue # Continue with missing deps- Main Interface: http://localhost:3000
- API Documentation: http://localhost:5000/api/docs
- System Status: http://localhost:5000/api/status
- Python 3.8+ (required)
- 8GB+ RAM for binary analysis
- 20GB+ disk space for projects/results
- Windows, macOS, or Linux (Windows recommended)
Auto-installed by setup script: Ghidra 10.4+, Node.js 16+, Java JDK 11+, Git, Python packages
Binary Upload → AI Security Analysis → Security Findings →
Function Navigation → Fuzzing Generation → Code Viewing →
Download & Deploy → Vulnerability Hunting
Mohammed Tanveer (@threatpointer) — Security Researcher & Architect
Links: GitHub | Twitter | LinkedIn
- ghidriff — Python command-line Ghidra binary diffing engine (repo)
- Ghidra — NSA's Software Reverse Engineering Framework
- AFL/AFL++ — Advanced fuzzing frameworks
- React & Flask — Frontend and backend frameworks
MIT License — See LICENSE file for details
- Contributions: Welcomed, especially from security practitioners
- Support:
- Docs and user-docs
- GitHub Issues
- Security issues: report privately to @threatpointer
ShadowSeek — Transforming binary security analysis through AI-powered intelligence and professional automation.
Developed with ❤️ by @threatpointer for the global cybersecurity community 🔍✨