REPOGEO REPORT · LITE
greshake/llm-security
Default branch main · commit c312325b · scanned 5/16/2026, 1:37:58 PM
GitHub: 2,088 stars · 150 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 greshake/llm-security, 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.
- hightopics#1Add relevant topics to the repository
Why:
COPY-PASTE FIXllm-security, prompt-injection, llm-vulnerabilities, ai-security, large-language-models, security-research, app-security, ai-applications
- highreadme#2Reposition the README's introductory paragraph to highlight practical utility
Why:
CURRENTThis repo serves as a proof of concept for findings discussed in our **Paper on ArXiv** (PDF direct link)
COPY-PASTE FIXThis repository provides practical demonstrations and a comprehensive resource for understanding and mitigating the security risks of indirect prompt injection in LLM-integrated applications, building upon findings discussed in our **Paper on ArXiv** (PDF direct link).
- mediumhomepage#3Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIXhttps://arxiv.org/pdf/2303.06593.pdf
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 (LLM01: Prompt Injection) · recommended 1×
- OpenAI Moderation API · recommended 1×
- Guardrails AI · recommended 1×
- LangChain · recommended 1×
- Garak · recommended 1×
- CATEGORY QUERYHow to identify and mitigate prompt injection vulnerabilities in my AI-powered applications?you: not recommendedAI recommended (in order):
- OWASP Top 10 for Large Language Model Applications (LLM01: Prompt Injection)
- OpenAI Moderation API
- Guardrails AI
- LangChain
- Garak
- LLM-Attacks
AI recommended 6 alternatives but never named greshake/llm-security. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are the common security risks and attack vectors for integrating large language models into applications?you: not recommended
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 greshake/llm-security?passAI did not name greshake/llm-security — 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 greshake/llm-security in production, what risks or prerequisites should they evaluate first?passAI named greshake/llm-security 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 greshake/llm-security solve, and who is the primary audience?passAI named greshake/llm-security explicitly
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 greshake/llm-security. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/greshake/llm-security)<a href="https://repogeo.com/en/r/greshake/llm-security"><img src="https://repogeo.com/badge/greshake/llm-security.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
greshake/llm-security — 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