RRepoGEO

REPOGEO REPORT · LITE

fireact-dev/main

Default branch main · commit a0deb893 · scanned 6/6/2026, 11:32:57 AM

GitHub: 555 stars · 177 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 fireact-dev/main, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Emphasize AI code generation in the README's opening

    Why:

    CURRENT
    A comprehensive open-source framework for building production-ready SaaS applications with Firebase, React, TypeScript, and Stripe integration.
    COPY-PASTE FIX
    A comprehensive open-source SaaS framework for building production-ready applications with Firebase, React, TypeScript, and Stripe, featuring built-in Claude Code AI skills for rapid development and customization.
  • mediumhomepage#2
    Add the project's official homepage URL

    Why:

    COPY-PASTE FIX
    https://fireact.dev

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 fireact-dev/main
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SaaS Starter Kit by SaasRock
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. SaaS Starter Kit by SaasRock · recommended 1×
  2. React SaaS Template by Cruip · recommended 1×
  3. Firebase React Boilerplate by create-react-app-firebase · recommended 1×
  4. Next.js Firebase Starter by Vercel (official example) · recommended 1×
  5. React Firebase Admin by Tushar Sharma · recommended 1×
  • CATEGORY QUERY
    What are the best open-source starter kits for building a SaaS with React and Firebase?
    you: not recommended
    AI recommended (in order):
    1. SaaS Starter Kit by SaasRock
    2. React SaaS Template by Cruip
    3. Firebase React Boilerplate by create-react-app-firebase
    4. Next.js Firebase Starter by Vercel (official example)
    5. React Firebase Admin by Tushar Sharma

    AI recommended 5 alternatives but never named fireact-dev/main. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a full-stack SaaS framework with authentication, billing, and AI code generation capabilities.
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Vercel AI SDK
    3. Stripe
    4. NextAuth.js
    5. Clerk
    6. Supabase Auth
    7. Remix
    8. Supabase
    9. OpenAI API
    10. Anthropic API
    11. Nuxt.js
    12. Firebase
    13. Ruby on Rails
    14. Devise
    15. Django
    16. Django-allauth
    17. LangChain
    18. Blitz.js

    AI recommended 18 alternatives but never named fireact-dev/main. 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 fireact-dev/main?
    pass
    AI named fireact-dev/main explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of fireact-dev/main. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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fireact-dev/main — 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