RRepoGEO

REPOGEO REPORT · LITE

cloudflare/vibesdk

Default branch main · commit 918e9748 · scanned 6/30/2026, 6:07:16 AM

GitHub: 5,124 stars · 1,217 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
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 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 README's opening to clarify project identity

    Why:

    CURRENT
    # 🧡 Cloudflare Vibe SDK

> **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
    # 🧡 Cloudflare Vibe SDK

> **This is not a client library for an existing Vibe API.** Cloudflare Vibe SDK is an open source full-stack AI webapp generator – a complete platform you can deploy, run, and customize to build your own AI-powered application generation service.
  • mediumtopics#2
    Add more specific topics for AI platform generation

    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-generator, serverless-ai-platform
  • lowabout#3
    Refine the 'About' description for stronger emphasis on platform generation

    Why:

    CURRENT
    An open-source vibe coding platform that helps you build your own vibe-coding platform, built entirely on Cloudflare stack
    COPY-PASTE FIX
    An open-source full-stack AI web application generator platform, enabling you to build and customize your own AI-powered coding platform entirely on the Cloudflare stack.

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
Hugging Face Transformers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 1×
  2. GPT-3.5 · recommended 1×
  3. GPT-4 · recommended 1×
  4. Llama 2 · recommended 1×
  5. Mistral · recommended 1×
  • CATEGORY QUERY
    How to build a custom AI platform for generating web applications from natural language?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. GPT-3.5
    3. GPT-4
    4. Llama 2
    5. Mistral
    6. spaCy
    7. NLTK
    8. OpenAI API
    9. LangChain
    10. Babel
    11. `ast` module for Python
    12. Jinja2
    13. Handlebars.js
    14. React
    15. Next.js
    16. Vue.js
    17. Flask
    18. Express.js
    19. PostgreSQL
    20. MongoDB

    AI recommended 20 alternatives but never named cloudflare/vibesdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open-source AI agent for generating full-stack web applications on a serverless stack?
    you: not recommended
    AI recommended (in order):
    1. OpenDevin
    2. GPT-Engineer
    3. Smol-Developer
    4. Auto-GPT
    5. Agent-Dojo
    6. Code Llama
    7. Llama 3

    AI recommended 7 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 named cloudflare/vibesdk 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 cloudflare/vibesdk. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/cloudflare/vibesdk.svg)](https://repogeo.com/en/r/cloudflare/vibesdk)
HTML
<a href="https://repogeo.com/en/r/cloudflare/vibesdk"><img src="https://repogeo.com/badge/cloudflare/vibesdk.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

cloudflare/vibesdk — 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