RRepoGEO

REPOGEO REPORT · LITE

elie222/learn-from-open-source

Default branch main · commit f5ded31d · scanned 6/5/2026, 1:17:59 AM

GitHub: 652 stars · 72 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 elie222/learn-from-open-source, 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's opening to highlight "production-grade" and "modern web development"

    Why:

    CURRENT
    This repo contains a list of real open source projects to learn from. It's often easier to learn from real-world examples. Examples in tutorials are usually limited.
    COPY-PASTE FIX
    This repository curates a list of real-world, production-grade open source projects, specifically chosen for developers to learn modern web development practices and full-stack application architecture. It provides practical examples of how popular frameworks and tools are used in actual applications, going beyond typical tutorial limitations.
  • hightopics#2
    Add specific and descriptive topics to improve categorization

    Why:

    CURRENT
    hacktoberfest, opensource
    COPY-PASTE FIX
    web-development, full-stack, learning, open-source-projects, real-world-examples, nextjs, nestjs, prisma, supabase, tailwindcss, trpc
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/elie222/learn-from-open-source

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 elie222/learn-from-open-source
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub · recommended 1×
  2. FreeCodeCamp · recommended 1×
  3. Dev.to · recommended 1×
  4. CodebaseShow · recommended 1×
  5. The Odin Project · recommended 1×
  • CATEGORY QUERY
    Where can I find practical open-source projects to learn modern web development practices?
    you: not recommended
    AI recommended (in order):
    1. GitHub
    2. FreeCodeCamp
    3. Dev.to
    4. CodebaseShow
    5. The Odin Project
    6. Fullstack Open

    AI recommended 6 alternatives but never named elie222/learn-from-open-source. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need to see examples of production-grade applications using popular full-stack frameworks.
    you: not recommended
    AI recommended (in order):
    1. Ruby on Rails (rails/rails)
    2. Django (django/django)
    3. Next.js (vercel/next.js)
    4. Laravel (laravel/framework)
    5. NestJS (nestjs/nest)
    6. Spring Boot (spring-projects/spring-boot)

    AI recommended 6 alternatives but never named elie222/learn-from-open-source. 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 elie222/learn-from-open-source?
    pass
    AI named elie222/learn-from-open-source explicitly

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

  • If a team adopts elie222/learn-from-open-source in production, what risks or prerequisites should they evaluate first?
    pass
    AI named elie222/learn-from-open-source 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 elie222/learn-from-open-source solve, and who is the primary audience?
    pass
    AI did not name elie222/learn-from-open-source — 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

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elie222/learn-from-open-source — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite