RRepoGEO

REPOGEO REPORT · LITE

cckuailong/awesome-gpt-security

Default branch master · commit 23d65ebe · scanned 6/7/2026, 6:43:01 PM

GitHub: 660 stars · 108 forks

AI VISIBILITY SCORE
28 /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
2 / 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 cckuailong/awesome-gpt-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.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    awesome-list, llm-security, gpt-security, cybersecurity, penetration-testing, security-auditing, ai-security, large-language-models, security-tools, experimental-cases
  • highreadme#2
    Refine the README's main title and opening sentence

    Why:

    CURRENT
    # Awesome GPT + Security [](https://github.com/sindresorhus/awesome)

A curated list of awesome security tools, experimental case or other interesting things with LLM or GPT.
    COPY-PASTE FIX
    # Awesome List: GPT + Security Resources [](https://github.com/sindresorhus/awesome)

This is a curated **awesome list** of security tools, experimental cases, and other interesting resources related to Large Language Models (LLMs) and GPT.
  • mediumreadme#3
    Remove or integrate the 'Attention' section in the README

    Why:

    CURRENT
    ## Attention

Here is A nice tool to Finetune ALL LLMs with ALL Adapeters on ALL Platforms!
    COPY-PASTE FIX
    (Remove this section. If the tool is relevant, integrate it into an appropriate category within the 'Tools' section.)

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 cckuailong/awesome-gpt-security
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT-4 / GPT-3.5
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-4 / GPT-3.5 · recommended 1×
  2. Google Cloud's Sec-PaLM / Gemini · recommended 1×
  3. Microsoft Security Copilot · recommended 1×
  4. Hugging Face Transformers Library · recommended 1×
  5. Splunk AI Assistant · recommended 1×
  • CATEGORY QUERY
    How can I leverage large language models for various cybersecurity operations?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4 / GPT-3.5
    2. Google Cloud's Sec-PaLM / Gemini
    3. Microsoft Security Copilot
    4. Hugging Face Transformers Library
    5. Splunk AI Assistant
    6. CrowdStrike Falcon Foundry
    7. IBM Watson for Cybersecurity

    AI recommended 7 alternatives but never named cckuailong/awesome-gpt-security. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI-powered tools are available for penetration testing and security auditing?
    you: not recommended
    AI recommended (in order):
    1. Darktrace
    2. Vectra AI (Cognito Detect & Respond)
    3. Exabeam Fusion SIEM
    4. IBM Security QRadar Advisor with Watson
    5. Splunk UBA (User Behavior Analytics)
    6. CrowdStrike Falcon Insight XDR
    7. OpenAI GPT-4 / ChatGPT

    AI recommended 7 alternatives but never named cckuailong/awesome-gpt-security. 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 cckuailong/awesome-gpt-security?
    pass
    AI named cckuailong/awesome-gpt-security explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts cckuailong/awesome-gpt-security in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cckuailong/awesome-gpt-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 cckuailong/awesome-gpt-security solve, and who is the primary audience?
    pass
    AI did not name cckuailong/awesome-gpt-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?

Embed your GEO score

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cckuailong/awesome-gpt-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