RRepoGEO

REPOGEO REPORT · LITE

mikeroyal/AWS-Guide

Default branch main · commit 0b8e8cdd · scanned 6/3/2026, 9:47:56 PM

GitHub: 551 stars · 105 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 mikeroyal/AWS-Guide, 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
    Strengthen README's opening paragraph to clarify its nature as a GitHub-hosted guide

    Why:

    CURRENT
    Amazon Web Services is a reliable, scalable, and inexpensive on-demand cloud computing platforms, services and APIs to individuals, companies, and governments, on a metered pay-as-you-go basis.
    COPY-PASTE FIX
    This comprehensive GitHub guide provides a curated collection of resources, tools, and best practices for Amazon Web Services (AWS). It aims to help engineers and developers get started with AWS, understand its services, and prepare for certifications, making you a more efficient cloud professional.
  • highlicense#2
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT License) to the repository root to clearly define the terms of use for your project.
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Set the 'Homepage' field in the repository's 'About' section to `https://github.com/mikeroyal/AWS-Guide` or a dedicated project website if one exists.

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 mikeroyal/AWS-Guide
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
A Cloud Guru
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. A Cloud Guru · recommended 2×
  2. Pluralsight · recommended 2×
  3. O'Reilly Media · recommended 2×
  4. Cloud Native Computing Foundation (CNCF) · recommended 2×
  5. AWS Documentation and Training · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive guide to learn cloud computing services and tools?
    you: not recommended
    AI recommended (in order):
    1. AWS Documentation and Training
    2. Microsoft Learn
    3. Google Cloud Skills Boost
    4. A Cloud Guru
    5. Pluralsight
    6. freeCodeCamp.org
    7. O'Reilly Media
    8. Cloud Native Computing Foundation (CNCF)

    AI recommended 8 alternatives but never named mikeroyal/AWS-Guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources help engineers understand cloud service tools, certifications, and development best practices?
    you: not recommended
    AI recommended (in order):
    1. A Cloud Guru
    2. Pluralsight
    3. Amazon Web Services (AWS)
    4. Microsoft Azure
    5. Google Cloud Platform (GCP)
    6. O'Reilly Media
    7. Coursera
    8. edX
    9. Cloud Native Computing Foundation (CNCF)
    10. Kubernetes (kubernetes/kubernetes)
    11. Prometheus (prometheus/prometheus)
    12. Envoy (envoyproxy/envoy)
    13. Medium
    14. Dev.to
    15. InfoQ

    AI recommended 15 alternatives but never named mikeroyal/AWS-Guide. 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 mikeroyal/AWS-Guide?
    pass
    AI did not name mikeroyal/AWS-Guide — 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 mikeroyal/AWS-Guide in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name mikeroyal/AWS-Guide — 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 mikeroyal/AWS-Guide solve, and who is the primary audience?
    pass
    AI did not name mikeroyal/AWS-Guide — 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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