Topics / #adversarial-attacks
Adversarial-attacks projects on GitHub
Red-team techniques and tools for attacking AI systems, including prompt injection and jailbreaks.
As of , the most-starred Adversarial-attacks projects on GitHub are L1B3RT4S (21.9K stars), sliver (12.1K stars) and reverse-SynthID (5K stars). GitHub.Locker tracks 5 Adversarial-attacks repositories with 44K stars combined. The fastest-growing on October 17 was L1B3RT4S, with +25 stars in a day.
Hot right now
Most stars gained in a day · Oct 17
+25L1B3RT4S
elder-plinius/L1B3RT4S · ★ 21.9KA public collection of jailbreak prompts — the author calls them 'liberation prompts' — meant to make flagship AI models respond without their usual refusals. It is maintained by AI red-teamer elder-plinius.
+22Spiritual-Spell-Red-Teaming
Goochbeater/Spiritual-Spell-Red-Teaming · ★ 4KA public collection of jailbreak prompts — the author calls them 'spells' — written to get uncensored answers out of LLMs, mainly Claude.
+9sliver
BishopFox/sliver · ★ 12.1KSliver is an open source cross-platform adversary emulation and red team framework that organizations of any size can use to perform security testing.
+5reverse-SynthID
aloshdenny/reverse-SynthID · ★ 5Kreverse-SynthID reverse-engineers Google's SynthID watermark embedded in Gemini-generated images using signal processing and spectral analysis, and ships tools that detect and surgically bypass that watermark without any access to Google's proprietary encoder/decoder.
The all-time top
5 projects · by stars
- 21.9K
#1 · elder-plinius/L1B3RT4SL1B3RT4S
A public collection of jailbreak prompts — the author calls them 'liberation prompts' — meant to make flagship AI models respond without their usual refusals. It is maintained by AI red-teamer elder-plinius.
- 12.1K
#2 · BishopFox/sliversliver
Sliver is an open source cross-platform adversary emulation and red team framework that organizations of any size can use to perform security testing.
- 5K
#3 · aloshdenny/reverse-SynthIDreverse-SynthID
reverse-SynthID reverse-engineers Google's SynthID watermark embedded in Gemini-generated images using signal processing and spectral analysis, and ships tools that detect and surgically bypass that watermark without any access to Google's proprietary encoder/decoder.
- 4

Spiritual-Spell-Red-Teaming
4KGoochbeater/Spiritual-Spell-Red-TeamingA public collection of jailbreak prompts — the author calls them 'spells' — written to get uncensored answers out of LLMs, mainly Claude.
- 5

APSD
897hcliucs/APSDAPSD is a large-scale dataset for studying how visually stealthy adversarial perturbations look to humans, containing 10,586 clean-adversarial image pairs with human opinion scores.
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- ai-security44
- ai1,955
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- computer-vision384
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- generative-ai339
- hacking135
- image-processing242
- jailbreak41
- linux4,181
- llm1,484
- llm-jailbreak5
- llm-security25
- macos3,544
- offensive-security77
- open-source5,666
- prompt-engineering242
- red-team78
- red-teaming23
- research764
- roleplay9