RRepoGEO

REPOGEO REPORT · LITE

cloudflare/vibesdk

Default branch main · commit 5fa10915 · scanned 5/18/2026, 11:01:53 PM

GitHub: 5,032 stars · 1,204 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
33 /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
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 cloudflare/vibesdk, 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 the README's H1 subtitle to clarify its core purpose

    Why:

    CURRENT
    > **An open source full-stack AI webapp generator** – Deploy your own instance of Cloudflare VibeSDK, an AI vibe coding platform that you can run and customize yourself.
    COPY-PASTE FIX
    > **An open-source SDK for building your own full-stack AI web application generation platform** – Deploy your own instance of Cloudflare VibeSDK, an AI vibe coding platform that you can run and customize yourself.
  • mediumreadme#2
    Add a clarifying sentence to the README's introduction to differentiate from generic tools

    Why:

    COPY-PASTE FIX
    Add to the README after the initial H1 description: `Unlike generic AI APIs or web frameworks, VibeSDK provides a complete, customizable stack for you to build and host your own AI application generation platform.`
  • lowtopics#3
    Add more specific topics to reinforce the 'AI platform builder' category

    Why:

    CURRENT
    ai, cloudflare-workers, coding-agent, durable-objects, text-to-app, vibe-coding
    COPY-PASTE FIX
    ai, cloudflare-workers, coding-agent, durable-objects, text-to-app, vibe-coding, ai-platform-builder, ai-app-generator-framework

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 cloudflare/vibesdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Next.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Next.js · recommended 2×
  2. OpenAI GPT-4 · recommended 1×
  3. GPT-3.5 Turbo · recommended 1×
  4. LangChain · recommended 1×
  5. Vercel AI SDK · recommended 1×
  • CATEGORY QUERY
    How can I create an AI platform that generates full-stack web applications from natural language?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. GPT-3.5 Turbo
    3. LangChain
    4. Next.js
    5. Vercel AI SDK
    6. FastAPI
    7. PostgreSQL
    8. Prisma
    9. SQLAlchemy
    10. Docker
    11. Kubernetes
    12. GitHub Copilot
    13. GitHub Actions

    AI recommended 13 alternatives but never named cloudflare/vibesdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source framework for building custom AI application generators using serverless edge functions.
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Vercel Edge Functions
    3. SvelteKit
    4. Cloudflare Workers
    5. Astro
    6. Nuxt.js
    7. Netlify Edge Functions
    8. Remix

    AI recommended 8 alternatives but never named cloudflare/vibesdk. 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 cloudflare/vibesdk?
    pass
    AI named cloudflare/vibesdk explicitly

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

  • If a team adopts cloudflare/vibesdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cloudflare/vibesdk 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 cloudflare/vibesdk solve, and who is the primary audience?
    pass
    AI did not name cloudflare/vibesdk — 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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cloudflare/vibesdk — RepoGEO report