RRepoGEO

REPOGEO REPORT · LITE

anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection

Default branch main · commit a854cd7f · scanned 6/29/2026, 9:43:08 AM

GitHub: 535 stars · 82 forks

AI VISIBILITY SCORE
15 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
0 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection, 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.

OVERALL DIRECTION
  • highabout#1
    Expand 'About' description to emphasize curated roadmap and resources

    Why:

    CURRENT
    AI/ML Pentesting Roadmap for Beginners
    COPY-PASTE FIX
    A comprehensive, curated roadmap and collection of free resources for learning AI/ML security and penetration testing, from beginner to practitioner.
  • highlicense#2
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) in the repository root to clearly define how others can use and contribute to your project.
  • mediumtopics#3
    Add 'curated-list' and 'awesome-list' topics

    Why:

    CURRENT
    ai, llm, ml, pentest, resource, roadmap
    COPY-PASTE FIX
    ai, llm, ml, pentest, resource, roadmap, curated-list, awesome-list

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.

Recall
0 / 2
0% of queries surface anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Machine Learning Crash Course (Google)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Machine Learning Crash Course (Google) · recommended 1×
  2. Scikit-Learn · recommended 1×
  3. Keras · recommended 1×
  4. TensorFlow · recommended 1×
  5. The Web Application Hacker's Handbook · recommended 1×
  • CATEGORY QUERY
    How can I find a comprehensive roadmap for learning AI/ML security and penetration testing?
    you: not recommended
    AI recommended (in order):
    1. Machine Learning Crash Course (Google)
    2. Scikit-Learn
    3. Keras
    4. TensorFlow
    5. The Web Application Hacker's Handbook
    6. OWASP Top 10
    7. Adversarial Examples in the Physical World
    8. Explaining and Harnessing Adversarial Examples
    9. OWASP Top 10 for Large Language Models (LLM Top 10)
    10. MITRE ATLAS
    11. IBM Adversarial Robustness Toolbox (ART)
    12. Microsoft Counterfit
    13. Google CleverHans
    14. Fritz AI
    15. PyTorch
    16. Hugging Face Transformers library
    17. OpenAI API
    18. Anthropic API
    19. PortSwigger Burp Suite
    20. Postman
    21. Insomnia
    22. PyTorch Opacus
    23. TensorFlow Privacy
    24. LIME
    25. SHAP

    AI recommended 25 alternatives but never named anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best resources for understanding and defending against prompt injection and LLM attacks?
    you: not recommended
    AI recommended (in order):
    1. OWASP Top 10 for Large Language Model Applications (LLM Top 10)
    2. Prompt Injection: The New SQL Injection (by Simon Willison)
    3. Garak
    4. Adversarial ML Threat Matrix (by MITRE ATLAS)
    5. Universal and Transferable Adversarial Attacks on Aligned Language Models
    6. Hugging Face

    AI recommended 6 alternatives but never named anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

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 anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection?
    pass
    AI did not name anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection — 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 anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection — 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?

  • In one sentence, what problem does the repo anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection solve, and who is the primary audience?
    pass
    AI did not name anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection — 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

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anmolksachan/AI-ML-Free-Resources-for-Security-and-Prompt-Injection — 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