RRepoGEO

REPOGEO REPORT · LITE

firmianay/security-paper

Default branch master · commit 614a9457 · scanned 6/1/2026, 8:18:12 PM

GitHub: 748 stars · 180 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 firmianay/security-paper, 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
    Reposition README H1 and opening sentence to clarify purpose

    Why:

    CURRENT
    # Security Papers
    **(与本人兴趣强相关的)各种安全or计算机资料收集,如侵权请联系我删除~book, manual, paper, blog, slides, report, course, survey,tool, online, video*
    COPY-PASTE FIX
    # Security Papers: A Curated Collection of Cybersecurity and Computer Science Resources
    
    This repository is a curated collection of academic papers, manuals, blogs, slides, and other learning resources related to computer security and architecture. (与本人兴趣强相关的)各种安全or计算机资料收集,如侵权请联系我删除~
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    security-papers, cybersecurity, reverse-engineering, computer-architecture, learning-resources, academic-papers, security-research, computer-science
  • mediumabout#3
    Update repository description for clarity

    Why:

    CURRENT
    (与本人兴趣强相关的)各种安全or计算机资料收集
    COPY-PASTE FIX
    A curated collection of academic papers, manuals, blogs, slides, and other learning resources related to computer security and architecture.

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 firmianay/security-paper
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Coursera
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Coursera · recommended 1×
  2. edX · recommended 1×
  3. Cybrary · recommended 1×
  4. SANS Institute · recommended 1×
  5. O'Reilly Learning · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive learning materials for computer security and architecture topics?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. edX
    3. Cybrary
    4. SANS Institute
    5. O'Reilly Learning
    6. Udemy
    7. YouTube
    8. Computerphile
    9. Hak5
    10. MIT OpenCourseware
    11. Stanford University

    AI recommended 11 alternatives but never named firmianay/security-paper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for in-depth resources on reverse engineering techniques and low-level system architecture.
    you: not recommended
    AI recommended (in order):
    1. IDA Pro

    AI recommended 1 alternative but never named firmianay/security-paper. 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 firmianay/security-paper?
    pass
    AI named firmianay/security-paper explicitly

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

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