RRepoGEO

REPOGEO REPORT · LITE

CarterPerez-dev/Cybersecurity-Projects

Default branch main · commit 9e7246e4 · scanned 5/28/2026, 6:42:59 AM

GitHub: 2,361 stars · 266 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 CarterPerez-dev/Cybersecurity-Projects, 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/H2 to clarify it's a project repository

    Why:

    CURRENT
    <h1 align="center">Cybersecurity Projects 🐉</h1>
    <p align="center">70 Cybersecurity Projects, Certification Roadmaps & Resources</p>
    COPY-PASTE FIX
    <h1 align="center">Cybersecurity Projects Repository 🐉</h1>
    <p align="center">A comprehensive collection of 70 hands-on cybersecurity projects, certification roadmaps, and learning resources.</p>
  • mediumabout#2
    Refine repository description to emphasize "collection" or "repository"

    Why:

    CURRENT
    Building 70 Projects ranging from beginner to advanced so anyone can — learn from, build upon, use as a reference, or even copy directly. Gamified Cybersecurity learning 👇
    COPY-PASTE FIX
    A comprehensive repository of 70 hands-on cybersecurity projects, from beginner to advanced, for learning, building, reference, or direct use. Includes gamified learning resources. 👇
  • lowtopics#3
    Add 'source-code-projects' topic

    Why:

    CURRENT
    ai, certification, cloud-engineering, cyber, cybersecurity, cybersecurity-analyst, cybersecurity-certification, cybersecurity-certifications, cybersecurity-education, cybersecurity-jobs, cybersecurity-portfolio, cybersecurity-projects, cybersecurity-tools, grc, hacking, learning, pentesting, project-repository, projetcs, python
    COPY-PASTE FIX
    ai, certification, cloud-engineering, cyber, cybersecurity, cybersecurity-analyst, cybersecurity-certification, cybersecurity-certifications, cybersecurity-education, cybersecurity-jobs, cybersecurity-portfolio, cybersecurity-projects, cybersecurity-tools, grc, hacking, learning, pentesting, project-repository, projetcs, python, source-code-projects

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 CarterPerez-dev/Cybersecurity-Projects
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hack The Box
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Hack The Box · recommended 1×
  2. TryHackMe · recommended 1×
  3. VulnHub · recommended 1×
  4. CTFtime.org · recommended 1×
  5. OWASP Juice Shop · recommended 1×
  • CATEGORY QUERY
    Where can I find practical cybersecurity projects to build my portfolio and skills?
    you: not recommended
    AI recommended (in order):
    1. Hack The Box
    2. TryHackMe
    3. VulnHub
    4. CTFtime.org
    5. OWASP Juice Shop
    6. PortSwigger Web Security Academy
    7. RangeForce

    AI recommended 7 alternatives but never named CarterPerez-dev/Cybersecurity-Projects. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good resources for structured cybersecurity career roadmaps and certification guides?
    you: not recommended
    AI recommended (in order):
    1. (ISC)² Career Path Tool & Certifications
    2. CompTIA Career Pathways & Certifications
    3. SANS Institute (GIAC Certifications) Roadmaps
    4. NIST National Initiative for Cybersecurity Education (NICE) Framework
    5. EC-Council Certification Tracks
    6. Cybrary Career Paths
    7. LinkedIn Learning (formerly Lynda.com) Learning Paths

    AI recommended 7 alternatives but never named CarterPerez-dev/Cybersecurity-Projects. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 CarterPerez-dev/Cybersecurity-Projects?
    pass
    AI named CarterPerez-dev/Cybersecurity-Projects explicitly

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

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

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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