RRepoGEO

REPOGEO REPORT · LITE

Marve10s/Better-Fullstack

Default branch main · commit cb8b3f96 · scanned 6/6/2026, 6:52:30 PM

GitHub: 559 stars · 37 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 Marve10s/Better-Fullstack, 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 statement to emphasize multi-ecosystem visual builder and CLI tool

    Why:

    CURRENT
    **Scaffold production-ready fullstack apps in seconds. Browse 450+ tools across seven ecosystems — the CLI wires everything together.**
    COPY-PASTE FIX
    **Better Fullstack is a visual builder and CLI tool for scaffolding production-ready full-stack applications across TypeScript, Rust, Python, Go, Java, and more. Choose from 450+ tools across seven ecosystems, and let the CLI wire everything together for you.**
  • mediumtopics#2
    Add topics to clarify its role as a project generator

    Why:

    CURRENT
    astro, boilerplate, cli, drizzle-orm, fastapi, full-stack, golang, hono, monorepo, nextjs, python, react, rust, scaffolding, shadcn-ui, starter, tanstack, tanstack-query, tool, typescript
    COPY-PASTE FIX
    astro, boilerplate, cli, code-generator, drizzle-orm, fastapi, full-stack, golang, hono, monorepo, nextjs, project-generator, python, react, rust, scaffolding, shadcn-ui, starter, tanstack, tanstack-query, tool, typescript
  • lowabout#3
    Refine the 'About' description for conciseness and clarity on choice

    Why:

    CURRENT
    Scaffold production-ready full-stack apps in TypeScript, Rust, Python, Go, and Java with a visual builder and CLI. Choose your frontend, backend, database, auth, AI, payments, and DevOps integrations, all wired together.
    COPY-PASTE FIX
    A visual builder and CLI for production-ready full-stack apps. Choose your tech stack across TypeScript, Rust, Python, Go, and Java, including frontend, backend, database, auth, AI, payments, and DevOps integrations, all automatically wired.

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 Marve10s/Better-Fullstack
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
nrwl/nx
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. nrwl/nx · recommended 1×
  2. jhipster/generator-jhipster · recommended 1×
  3. t3-oss/create-t3-app · recommended 1×
  4. cookiecutter/cookiecutter · recommended 1×
  5. yeoman/yeoman · recommended 1×
  • CATEGORY QUERY
    How to quickly scaffold a full-stack application using multiple backend languages and modern frontend?
    you: not recommended
    AI recommended (in order):
    1. Nx (nrwl/nx)
    2. JHipster (jhipster/generator-jhipster)
    3. Create T3 App (t3-oss/create-t3-app)
    4. Cookiecutter (cookiecutter/cookiecutter)
    5. Yeoman (yeoman/yeoman)
    6. Blitz.js (blitz-js/blitz)

    AI recommended 6 alternatives but never named Marve10s/Better-Fullstack. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to generate production-ready full-stack projects with integrated auth, payments, and AI services?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Vercel
    3. Stripe
    4. Auth0
    5. Clerk
    6. OpenAI APIs
    7. Google Cloud AI
    8. AWS AI services
    9. Remix
    10. Fly.io
    11. Supabase
    12. AWS Amplify
    13. React
    14. Vue
    15. Angular
    16. AWS Cognito
    17. DynamoDB
    18. Aurora
    19. S3
    20. Lambda
    21. AWS Marketplace
    22. Amazon Rekognition
    23. Amazon Comprehend
    24. Amazon Polly
    25. SageMaker
    26. Firebase
    27. Firestore
    28. Cloud Functions
    29. Google Cloud AI services
    30. Blitz.js
    31. Prisma

    AI recommended 31 alternatives but never named Marve10s/Better-Fullstack. 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 Marve10s/Better-Fullstack?
    pass
    AI did not name Marve10s/Better-Fullstack — 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 Marve10s/Better-Fullstack in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Marve10s/Better-Fullstack 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 Marve10s/Better-Fullstack solve, and who is the primary audience?
    pass
    AI did not name Marve10s/Better-Fullstack — 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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Marve10s/Better-Fullstack — RepoGEO report