RRepoGEO

REPOGEO REPORT · LITE

jtmuller5/The-HustleGPT-Challenge

Default branch main · commit b623704f · scanned 5/22/2026, 9:18:16 PM

GitHub: 2,117 stars · 102 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 jtmuller5/The-HustleGPT-Challenge, 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 clearly state purpose as a curated collection

    Why:

    CURRENT
    # ⚠️ We've Moved! ⚠️
As of 3/28/2023, we've moved the contents of this page to the new AI Co-Founded website!

## Other Projects

🕰️ AI Twitter History

🔎 600+ AI Tools & Websites

# 🚀 The HustleGPT Challenge 🤖
Curated list of HustleGPT endeavors.
    COPY-PASTE FIX
    # 🚀 The HustleGPT Challenge 🤖: A Curated Collection of AI Co-Founder Ventures

This repository serves as the definitive, curated list of HustleGPT endeavors, showcasing real-world attempts to build startups with an AI co-founder. Explore various projects, prompts, and progress within the challenge.

⚠️ We've Moved! ⚠️ As of 3/28/2023, the *original content and active development* of this page has moved to the new AI Co-Founded website. This repository remains the historical and curated collection of challenges.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root directory of the repository with the MIT License text.
  • mediumhomepage#3
    Update or remove the repository's homepage URL

    Why:

    CURRENT
    https://chatcodetutor.gumroad.com/l/abqwfw?_gl=1*2q8f4n*_ga*NDIwMjk5MDQ0LjE2NzU2MjM0ODc.*_ga_6LJN6D94N6*MTY3OTE2NDQ2MS40NC4xLjE2NzkxNjU1NzcuMC4wLjA.
    COPY-PASTE FIX
    Update the repository's homepage URL to a dedicated project website for the HustleGPT Challenge, or remove it if no such site exists, to avoid confusion with a product page.

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 jtmuller5/The-HustleGPT-Challenge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Google Gemini · recommended 1×
  3. Brandwatch · recommended 1×
  4. Talkwalker · recommended 1×
  5. GitHub Copilot · recommended 1×
  • CATEGORY QUERY
    What are effective strategies for using AI as a co-founder for a startup?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Brandwatch
    4. Talkwalker
    5. GitHub Copilot
    6. Amazon CodeWhisperer
    7. Midjourney
    8. DALL-E 3
    9. ChatGPT Plus
    10. Copilot Pro
    11. Figma AI
    12. Jasper
    13. Copy.ai
    14. HubSpot AI
    15. Salesforce Einstein
    16. Synthesia
    17. HeyGen
    18. Zapier
    19. Make
    20. Notion AI
    21. Coda AI
    22. Google Workspace AI features
    23. Tableau
    24. Power BI
    25. DataRobot
    26. H2O.ai

    AI recommended 26 alternatives but never named jtmuller5/The-HustleGPT-Challenge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find comprehensive resources for launching AI-powered business ventures?
    you: not recommended
    AI recommended (in order):
    1. Y Combinator Startup School
    2. Coursera
    3. DeepLearning.AI
    4. Google Cloud AI/ML Learning Paths & Resources
    5. AI Platform
    6. Vertex AI
    7. AWS Machine Learning University
    8. Amazon Web Services (AWS)
    9. NVIDIA Developer Program
    10. GTC (GPU Technology Conference)
    11. MIT Sloan Management Review
    12. Harvard Business Review

    AI recommended 12 alternatives but never named jtmuller5/The-HustleGPT-Challenge. 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 jtmuller5/The-HustleGPT-Challenge?
    pass
    AI named jtmuller5/The-HustleGPT-Challenge explicitly

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

  • If a team adopts jtmuller5/The-HustleGPT-Challenge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jtmuller5/The-HustleGPT-Challenge 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 jtmuller5/The-HustleGPT-Challenge solve, and who is the primary audience?
    pass
    AI did not name jtmuller5/The-HustleGPT-Challenge — 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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jtmuller5/The-HustleGPT-Challenge — 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