Jailbreak Attacks Analysis LLM Tools

Tools, datasets, and methods for generating, analyzing, and understanding jailbreak attacks against LLMs—including attack taxonomies, prompt injection techniques, and adversarial methods. Does NOT include defense mechanisms, safety alignment, or general robustness improvements.

There are 13 jailbreak attacks analysis tools tracked. 1 score above 70 (verified tier). The highest-rated is wuyoscar/ISC-Bench at 70/100 with 677 stars. 2 of the top 10 are actively maintained.

Get all 13 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=llm-tools&subcategory=jailbreak-attacks-analysis&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	wuyoscar/ISC-Bench Internal Safety Collapse: Turning LLMs into a "Jailbroken State" Without "a...	70	Verified	677	Python
2	yueliu1999/Awesome-Jailbreak-on-LLMs Awesome-Jailbreak-on-LLMs is a collection of state-of-the-art, novel,...	61	Established	1,245	—
3	yiksiu-chan/SpeakEasy [ICML 2025] Speak Easy: Eliciting Harmful Jailbreaks from LLMs with Simple...	46	Emerging	14	Python
4	xirui-li/DrAttack Official implementation of paper: DrAttack: Prompt Decomposition and...	42	Emerging	66	JavaScript
5	tmlr-group/DeepInception [arXiv:2311.03191] "DeepInception: Hypnotize Large Language Model to Be Jailbreaker"	41	Emerging	172	Python
6	Techiral/awesome-llm-jailbreaks Latest AI Jailbreak Payloads & Exploit Techniques for GPT, QWEN, and all LLM Models	40	Emerging	60	—
7	CryptoAILab/FigStep [AAAI'25 (Oral)] Jailbreaking Large Vision-language Models via Typographic...	38	Emerging	193	Python
8	NeuralTrust/echo-chamber Code and examples for Echo Chamber LLM Jailbreak.	38	Emerging	5	Jupyter Notebook
9	AetherPrior/TrickLLM This repository contains the code for the paper "Tricking LLMs into...	33	Emerging	8	Jupyter Notebook
10	erfanshayegani/Jailbreak-In-Pieces [ICLR 2024 Spotlight 🔥 ] - [ Best Paper Award SoCal NLP 2023 🏆] - Jailbreak...	33	Emerging	80	Python
11	RobustNLP/DeRTa A novel approach to improve the safety of large language models, enabling...	31	Emerging	72	Python
12	michael-borck/taxonomy-of-ai-jailbreaks Categorizes AI jailbreak tactics using taxonomic analysis to enhance LLM...	28	Experimental	2	HTML
13	wangywUST/OutputJailbreak Repository for our paper "Frustratingly Easy Jailbreak of Large Language...	13	Experimental	9	Jupyter Notebook

Comparisons in this category

Awesome-Jailbreak-on-LLMs and awesome-llm-jailbreaks (61 vs 40)