# joasasantos/offensive-security-ai-models architecture

> Architecture diagram of the GitHub repository joasasantos/offensive-security-ai-models, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-29). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/joasasantos/offensive-security-ai-models
- Repository: https://github.com/joasasantos/offensive-security-ai-models

## Overview

This repository is a curated reference list, not an executable application. Its documented user workflow is to browse security-oriented model entries, compare their specifications and capabilities, then follow a model’s Hugging Face download link. The README also covers defensive, agentic, and specialized models alongside offensive-security models. No source files beyond the README are present, so the graph represents only documented content and navigation; it does not infer runtime behavior or model-host integrations.

Main entry points: [`README.md`](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md) (Security fine-tuned models)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_catalog["Model catalog"]
  node_readme["Curated model list<br/>[README.md]"]
  node_fine_tuned["Security fine-tuned models<br/>[README.md]"]
  node_deep_hat["DeepHat V2<br/>[README.md]"]
  node_bugtrace_apex["BugTraceAI Apex<br/>[README.md]"]
  node_bugtrace_ultra["BugTraceAI Ultra<br/>[README.md]"]
  node_cyber_frost["CYBER-FROST-3.8<br/>[README.md]"]
  node_cyberpal["CyberPal 2.0<br/>[README.md]"]
  node_cyber_prime["Cyber-Prime 1.1<br/>[README.md]"]
  node_cyber_ornith["Cyber-Ornith-1.5<br/>[README.md]"]
  node_dolphin["Dolphin3-Cyber-8B<br/>[README.md]"]
  node_imperum["Imperum CybersecurityLLM<br/>[README.md]"]
  node_lily["Lily Cybersecurity<br/>[README.md]"]
  node_pentest["pentest-v2<br/>[README.md]"]
  node_qwythos["Qwythos-9B<br/>[README.md]"]
end

subgraph group_model_capabilities["Model capabilities"]
  node_offensive["Offensive security<br/>[README.md]"]
  node_defensive["Defensive security<br/>[README.md]"]
  node_agentic["Agentic tool use<br/>[README.md]"]
  node_specialized["Specialized tasks<br/>[README.md]"]
end

subgraph group_distribution["Model distribution"]
  node_huggingface(("Hugging Face"))
end

node_user(("Security researcher"))

node_user -->|"browses"| node_readme
node_readme -->|"lists"| node_fine_tuned
node_fine_tuned -->|"includes"| node_deep_hat
node_fine_tuned -->|"includes"| node_bugtrace_apex
node_fine_tuned -->|"includes"| node_bugtrace_ultra
node_fine_tuned -->|"includes"| node_cyber_frost
node_fine_tuned -->|"includes"| node_cyberpal
node_fine_tuned -->|"includes"| node_cyber_prime
node_fine_tuned -->|"includes"| node_cyber_ornith
node_fine_tuned -->|"includes"| node_dolphin
node_fine_tuned -->|"includes"| node_imperum
node_fine_tuned -->|"includes"| node_lily
node_fine_tuned -->|"includes"| node_pentest
node_fine_tuned -->|"includes"| node_qwythos
node_deep_hat -->|"supports"| node_offensive
node_bugtrace_apex -->|"supports"| node_offensive
node_bugtrace_ultra -->|"supports"| node_offensive
node_cyber_frost -->|"covers"| node_offensive
node_cyber_frost -->|"covers"| node_defensive
node_cyberpal -->|"supports"| node_defensive
node_cyber_prime -->|"supports"| node_specialized
node_cyber_ornith -->|"supports"| node_agentic
node_dolphin -->|"covers"| node_offensive
node_dolphin -->|"covers"| node_defensive
node_imperum -->|"supports"| node_defensive
node_imperum -->|"covers"| node_offensive
node_pentest -->|"supports"| node_offensive
node_bugtrace_ultra -->|"generates tooling"| node_specialized
node_user -->|"downloads model"| node_huggingface
node_deep_hat -.->|"download link"| node_huggingface
node_bugtrace_apex -.->|"download link"| node_huggingface
node_bugtrace_ultra -.->|"download link"| node_huggingface
node_cyber_frost -.->|"download link"| node_huggingface
node_cyberpal -.->|"download link"| node_huggingface
node_cyber_prime -.->|"download link"| node_huggingface
node_cyber_ornith -.->|"download link"| node_huggingface
node_dolphin -.->|"download link"| node_huggingface
node_imperum -.->|"download link"| node_huggingface
node_lily -.->|"download link"| node_huggingface
node_pentest -.->|"download link"| node_huggingface
node_qwythos -.->|"download link"| node_huggingface

click node_readme "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_fine_tuned "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_deep_hat "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_bugtrace_apex "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_bugtrace_ultra "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_cyber_frost "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_cyberpal "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_cyber_prime "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_cyber_ornith "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_dolphin "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_imperum "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_lily "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_pentest "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_qwythos "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_offensive "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_defensive "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_agentic "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"
click node_specialized "https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_readme,node_fine_tuned,node_deep_hat,node_bugtrace_apex,node_bugtrace_ultra,node_cyber_frost,node_cyberpal,node_cyber_prime,node_cyber_ornith,node_dolphin,node_imperum,node_lily,node_pentest,node_qwythos toneBlue
class node_offensive,node_defensive,node_agentic,node_specialized toneAmber
class node_huggingface toneMint
class node_user toneIndigo
```

## Components

### Model catalog

- [Curated model list](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Security fine-tuned models](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [DeepHat V2](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [BugTraceAI Apex](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [BugTraceAI Ultra](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [CYBER-FROST-3.8](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [CyberPal 2.0](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Cyber-Prime 1.1](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Cyber-Ornith-1.5](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Dolphin3-Cyber-8B](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Imperum CybersecurityLLM](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Lily Cybersecurity](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [pentest-v2](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Qwythos-9B](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`

### Model capabilities

- [Offensive security](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Defensive security](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Agentic tool use](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`
- [Specialized tasks](https://github.com/joasasantos/offensive-security-ai-models/blob/main/README.md): `README.md`

### Model distribution

- **Hugging Face**

### Other components

- **Security researcher**

## Connections

- Security researcher → Curated model list: browses
- Curated model list → Security fine-tuned models: lists
- Security fine-tuned models → DeepHat V2: includes
- Security fine-tuned models → BugTraceAI Apex: includes
- Security fine-tuned models → BugTraceAI Ultra: includes
- Security fine-tuned models → CYBER-FROST-3.8: includes
- Security fine-tuned models → CyberPal 2.0: includes
- Security fine-tuned models → Cyber-Prime 1.1: includes
- Security fine-tuned models → Cyber-Ornith-1.5: includes
- Security fine-tuned models → Dolphin3-Cyber-8B: includes
- Security fine-tuned models → Imperum CybersecurityLLM: includes
- Security fine-tuned models → Lily Cybersecurity: includes
- Security fine-tuned models → pentest-v2: includes
- Security fine-tuned models → Qwythos-9B: includes
- DeepHat V2 → Offensive security: supports
- BugTraceAI Apex → Offensive security: supports
- BugTraceAI Ultra → Offensive security: supports
- CYBER-FROST-3.8 → Offensive security: covers
- CYBER-FROST-3.8 → Defensive security: covers
- CyberPal 2.0 → Defensive security: supports
- Cyber-Prime 1.1 → Specialized tasks: supports
- Cyber-Ornith-1.5 → Agentic tool use: supports
- Dolphin3-Cyber-8B → Offensive security: covers
- Dolphin3-Cyber-8B → Defensive security: covers
- Imperum CybersecurityLLM → Defensive security: supports
- Imperum CybersecurityLLM → Offensive security: covers
- pentest-v2 → Offensive security: supports
- BugTraceAI Ultra → Specialized tasks: generates tooling
- Security researcher → Hugging Face: downloads model
- DeepHat V2 → Hugging Face: download link
- BugTraceAI Apex → Hugging Face: download link
- BugTraceAI Ultra → Hugging Face: download link
- CYBER-FROST-3.8 → Hugging Face: download link
- CyberPal 2.0 → Hugging Face: download link
- Cyber-Prime 1.1 → Hugging Face: download link
- Cyber-Ornith-1.5 → Hugging Face: download link
- Dolphin3-Cyber-8B → Hugging Face: download link
- Imperum CybersecurityLLM → Hugging Face: download link
- Lily Cybersecurity → Hugging Face: download link
- pentest-v2 → Hugging Face: download link
- Qwythos-9B → Hugging Face: download link