RRepoGEO

REPOGEO REPORT · LITE

velobase/velobase-harness

Default branch main · commit 3972ae22 · scanned 6/16/2026, 8:12:08 PM

GitHub: 508 stars · 63 forks

AI VISIBILITY SCORE
40 /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
3 / 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 velobase/velobase-harness, 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
    Add an explicit statement to counter AI's miscategorization

    Why:

    COPY-PASTE FIX
    Add this line prominently at the very top of your README, perhaps right after the main title/logo: 'velobase-harness is an open-source SaaS boilerplate for AI applications, providing robust infrastructure for billing, payments, and growth. It is *not* a web scraper for velobase.com.'
  • highreadme#2
    Integrate the clear description into the README's opening paragraph

    Why:

    CURRENT
    All AI developers deserve to get paid. Turn your AI prototype into a paid SaaS with open-source infrastructure for usage billing, payments, attribution, affiliates, anti-abuse, and deployment.
    COPY-PASTE FIX
    Replace or augment the current opening paragraph with: 'From code to cash — velobase-harness is the open-source SaaS boilerplate with Stripe, affiliate, attribution & usage-based billing for AI apps. Built on the T3 stack + Next.js 16, it provides all the infrastructure you need to launch and monetize your AI product.'
  • mediumcomparison#3
    Add a dedicated comparison section to differentiate from competitors

    Why:

    COPY-PASTE FIX
    Create a new section in the README titled 'velobase-harness vs. ShipFast (and others)' or similar, outlining key differentiators, especially regarding AI app focus, specific billing features, or tech stack choices.

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 velobase/velobase-harness
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stripe
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stripe · recommended 2×
  2. Vercel · recommended 2×
  3. Supabase · recommended 2×
  4. Next.js · recommended 1×
  5. Sanity · recommended 1×
  • CATEGORY QUERY
    How to quickly launch an AI SaaS application with robust billing and subscription features?
    you: not recommended
    AI recommended (in order):
    1. Stripe
    2. Next.js
    3. Vercel
    4. Sanity
    5. Contentful
    6. Paddle
    7. React
    8. Vue
    9. Node.js
    10. Express
    11. Python
    12. Django
    13. Flask
    14. Chargebee
    15. PayPal
    16. Lemon Squeezy
    17. Firebase
    18. Supabase
    19. Gumroad

    AI recommended 19 alternatives but never named velobase/velobase-harness. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Next.js boilerplate for AI apps with built-in usage-based billing and affiliate tracking.
    you: not recommended
    AI recommended (in order):
    1. ShipFast
    2. Stripe
    3. Rewardful
    4. PartnerStack
    5. Vercel
    6. Supabase
    7. Bulletproof Next.js
    8. SaasRock
    9. LaunchFast
    10. Saas UI

    AI recommended 10 alternatives but never named velobase/velobase-harness. 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 velobase/velobase-harness?
    pass
    AI named velobase/velobase-harness explicitly

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

  • If a team adopts velobase/velobase-harness in production, what risks or prerequisites should they evaluate first?
    pass
    AI named velobase/velobase-harness 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 velobase/velobase-harness solve, and who is the primary audience?
    pass
    AI named velobase/velobase-harness explicitly

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

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