# Jailbreak Repos & Techniques (May 2026) ## Already Integrated in Skill - **L1B3RT4S** (18.6K★) — elder-plinius/L1B3RT4S — prompt templates - **G0DM0D3** (5.8K★) — elder-plinius/G0DM0D3 — prompt templates ## Automated Attack Frameworks ### GA — General-Analysis/GA (572★) **Best for:** Automated jailbreak generation, one-line execution. **Methods:** - **TAP** (Tree-of-Attacks with Pruning) — arxiv:2312.02119 — black-box tree search - **GCG** (Greedy Coordinate Gradients) — arxiv:2307.15043 — white-box gradient optimization - **Crescendo** — arxiv:2404.01833 — multi-turn gradual jailbreak - **AutoDAN** — arxiv:2310.04451 — stealthy jailbreak generation - **AutoDAN-Turbo** — arxiv:2410.05295 — strategy self-exploration - **Bijection Learning** — arxiv:2410.01294 ```bash git clone https://github.com/General-Analysis/GA.git && cd GA && pip install -e . ``` ## Novel Techniques ### Spiritual-Spell-Red-Teaming (1.2K★) Goochbeater/Spiritual-Spell-Red-Teaming Uses **zero-width Unicode characters** to hide jailbreak instructions. Embeds invisible text that the model processes but safety classifiers miss. Mainly targets Claude. ### ISC-Bench — Internal Safety Collapse (766★) wuyoscar/ISC-Bench — arxiv:2603.23509 Academic paper: turns LLMs into sensitive data generators by exploiting internal safety collapse. More of a research benchmark than a practical tool. ### HacxGPT (921★) lucija8320nhung4/HacxGPT CLI tool for unrestricted AI model access with multi-provider support. Practical tool, not just prompts. ## Curated Collections ### Awesome_GPT_Super_Prompting (3.9K★) CyberAlbSecOP/Awesome_GPT_Super_Prompting Large curated list of jailbreaks, prompt leaks, injection techniques. Good reference for discovering new methods. ### AI-Prompt-Injection-Cheatsheet (56★) nukIeer/AI-Prompt-Injection-Cheatsheet Quick-reference snippets for prompt injection and jailbreaking. ## When to Use What | Situation | Tool | |-----------|------| | Quick manual jailbreak | G0DM0D3 / L1B3RT4S templates | | Automated attack on API model | GA (TAP or Crescendo) | | Automated attack on local model | GA (GCG — needs model weights) | | Unicode/invisible text tricks | Spiritual-Spell | | CLI tool for multi-provider | HacxGPT |