RRepoGEO

REPOGEO REPORT · LITE

marcelscruz/dev-resources

Default branch main · commit 3e288501 · scanned 5/13/2026, 11:08:02 PM

GitHub: 1,283 stars · 714 forks

AI VISIBILITY SCORE
27 /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
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 marcelscruz/dev-resources, 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 opening to clearly state repo's purpose

    Why:

    COPY-PASTE FIX
    This repository is a comprehensive, collaboratively curated list of high-quality resources for developers, covering tools, learning materials, public APIs, design assets, and more.
  • mediumabout#2
    Refine the repository description for clarity and emphasis

    Why:

    CURRENT
    A collaborative list of resources for developers
    COPY-PASTE FIX
    A comprehensive, collaboratively curated list of high-quality resources for developers across various domains.
  • lowreadme#3
    Add a dedicated 'What is Dev-Resources?' section to the README

    Why:

    COPY-PASTE FIX
    ## What is Dev-Resources?
This repository serves as a living, community-driven compendium of essential resources for software developers. It aims to provide a single, organized source for discovering tools, learning platforms, APIs, design assets, and other valuable information to support your development journey, from beginner to expert.

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 marcelscruz/dev-resources
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Awesome Lists
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Awesome Lists · recommended 1×
  2. freeCodeCamp · recommended 1×
  3. Dev.to · recommended 1×
  4. Stack Overflow Developer Survey · recommended 1×
  5. Hacker News (Y Combinator) · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of development tools and learning resources?
    you: not recommended
    AI recommended (in order):
    1. GitHub Awesome Lists
    2. freeCodeCamp
    3. Dev.to
    4. Stack Overflow Developer Survey
    5. Hacker News (Y Combinator)
    6. Medium
    7. Smashing Magazine

    AI recommended 7 alternatives but never named marcelscruz/dev-resources. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some good curated lists for public APIs and design assets?
    you: not recommended
    AI recommended (in order):
    1. Awesome APIs
    2. Public APIs
    3. API List
    4. RapidAPI Hub
    5. ProgrammableWeb
    6. Unsplash
    7. Pexels
    8. Freepik
    9. Flaticon
    10. The Noun Project
    11. Vecteezy
    12. Adobe Stock

    AI recommended 12 alternatives but never named marcelscruz/dev-resources. 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 marcelscruz/dev-resources?
    pass
    AI named marcelscruz/dev-resources explicitly

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

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