REPOGEO REPORT · LITE
langgptai/LLM-Jailbreaks
Default branch main · commit f866ee1b · scanned 6/2/2026, 7:17:40 PM
GitHub: 648 stars · 57 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface langgptai/LLM-Jailbreaks, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition README's opening to clarify purpose and audience
Why:
CURRENT# LLM-Jailbreaks LLM Jailbreaks, ChatGPT, Claude, Llama, DAN Prompts, Prompt Leaking
COPY-PASTE FIX# LLM-Jailbreaks A comprehensive, community-curated collection of LLM jailbreaks and prompt leaking techniques for red teaming, adversarial testing, and vulnerability research across models like ChatGPT, Claude, and Llama.
- mediumhomepage#2Add a homepage URL to the repository settings
Why:
COPY-PASTE FIXhttps://github.com/langgptai/LLM-Jailbreaks
- mediumreadme#3Add a 'What This Repo Offers' section to the README
Why:
COPY-PASTE FIX## What This Repo Offers This repository serves as a systematically organized and community-driven collection of LLM jailbreaks and prompt evasion techniques. We aim to provide not just prompts, but also context, sources, and categorization to aid in effective red-teaming, vulnerability analysis, and understanding adversarial prompt engineering.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- OWASP Top 10 for Large Language Model Applications · recommended 1×
- Gandalf · recommended 1×
- Prompt Engineering Guide · recommended 1×
- Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned · recommended 1×
- Universal and Transferable Adversarial Attacks on Aligned Language Models · recommended 1×
- CATEGORY QUERYHow can I bypass safety restrictions and content filters in large language models?you: not recommended
Show full AI answer
- CATEGORY QUERYWhere can I find effective prompt engineering techniques for LLM red teaming and evasion?you: not recommendedAI recommended (in order):
- OWASP Top 10 for Large Language Model Applications
- Gandalf
- Prompt Engineering Guide
- Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned
- Universal and Transferable Adversarial Attacks on Aligned Language Models
- Hugging Face
AI recommended 6 alternatives but never named langgptai/LLM-Jailbreaks. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of langgptai/LLM-Jailbreaks?passAI did not name langgptai/LLM-Jailbreaks — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts langgptai/LLM-Jailbreaks in production, what risks or prerequisites should they evaluate first?passAI named langgptai/LLM-Jailbreaks explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo langgptai/LLM-Jailbreaks solve, and who is the primary audience?passAI did not name langgptai/LLM-Jailbreaks — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of langgptai/LLM-Jailbreaks. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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langgptai/LLM-Jailbreaks — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite