RRepoGEO

REPOGEO REPORT · LITE

tmylla/Awesome-LLM4Cybersecurity

Default branch main · commit 580059ef · scanned 5/22/2026, 3:37:29 AM

GitHub: 1,478 stars · 155 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 tmylla/Awesome-LLM4Cybersecurity, 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
  • highreadme#1
    Add an explicit introductory sentence to the README

    Why:

    COPY-PASTE FIX
    Add the following line as the very first content in the README.md file, before any existing headings or badges: `This repository is an awesome list and systematic literature review of research papers on Large Language Models (LLMs) in cybersecurity.`
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    llm, large-language-models, cybersecurity, information-security, ai, machine-learning, literature-review, awesome-list, research, papers
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that reflects the intended usage of this curated list of resources.

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 tmylla/Awesome-LLM4Cybersecurity
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MITRE ATT&CK Framework
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MITRE ATT&CK Framework · recommended 1×
  2. Splunk · recommended 1×
  3. Elastic Stack · recommended 1×
  4. IBM Security QRadar Advisor with Watson · recommended 1×
  5. CylancePROTECT · recommended 1×
  • CATEGORY QUERY
    Looking for a systematic review of large language models applied to cybersecurity problems.
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Need to understand current research and applications of AI for information security defense.
    you: not recommended
    AI recommended (in order):
    1. MITRE ATT&CK Framework
    2. Splunk
    3. Elastic Stack
    4. IBM Security QRadar Advisor with Watson
    5. CylancePROTECT
    6. Darktrace
    7. IEEE Symposium on Security and Privacy (S&P)
    8. USENIX Security Symposium
    9. ACM Conference on Computer and Communications Security (CCS)
    10. Black Hat / DEF CON

    AI recommended 10 alternatives but never named tmylla/Awesome-LLM4Cybersecurity. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 tmylla/Awesome-LLM4Cybersecurity?
    pass
    AI did not name tmylla/Awesome-LLM4Cybersecurity — 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 tmylla/Awesome-LLM4Cybersecurity in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tmylla/Awesome-LLM4Cybersecurity 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 tmylla/Awesome-LLM4Cybersecurity solve, and who is the primary audience?
    pass
    AI did not name tmylla/Awesome-LLM4Cybersecurity — 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 tmylla/Awesome-LLM4Cybersecurity. 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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MARKDOWN (README)
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tmylla/Awesome-LLM4Cybersecurity — 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