RRepoGEO

REPOGEO REPORT · LITE

cloudflare/ai

Default branch main · commit 9d2cc8b0 · scanned 5/11/2026, 6:42:05 AM

GitHub: 1,037 stars · 299 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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/ai, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    Official SDKs, providers, and examples for building AI-powered applications on Cloudflare's edge network, with first-party support for Workers AI and AI Gateway, and integrations for Vercel AI SDK and TanStack AI.
  • mediumreadme#2
    Refine the README's opening sentence for clearer positioning

    Why:

    CURRENT
    Packages and examples for building AI-powered applications on Cloudflare. Includes providers for the Vercel AI SDK and TanStack AI, with support for Workers AI and AI Gateway.
    COPY-PASTE FIX
    Official SDKs, providers, and examples for building AI-powered applications on Cloudflare's edge network, with first-party support for Workers AI and AI Gateway, and integrations for Vercel AI SDK and TanStack AI.

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/ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud AI Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud AI Platform · recommended 1×
  2. Dialogflow · recommended 1×
  3. Vertex AI Conversation · recommended 1×
  4. Cloud Vision AI · recommended 1×
  5. Cloud Speech-to-Text · recommended 1×
  • CATEGORY QUERY
    How can I easily integrate chat, image, and speech AI capabilities into my application?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud AI Platform
    2. Dialogflow
    3. Vertex AI Conversation
    4. Cloud Vision AI
    5. Cloud Speech-to-Text
    6. Cloud Text-to-Speech
    7. Microsoft Azure AI
    8. Azure Bot Service
    9. Azure OpenAI Service
    10. Language Understanding (LUIS)
    11. Azure AI Vision
    12. Azure AI Speech
    13. OpenAI API
    14. GPT-4
    15. GPT-3.5 Turbo
    16. DALL-E 3
    17. AWS AI Services
    18. Amazon Lex
    19. Amazon Comprehend
    20. Amazon Rekognition
    21. Amazon Polly
    22. Amazon Transcribe
    23. Hugging Face Transformers
    24. Hugging Face Inference API
    25. AssemblyAI

    AI recommended 25 alternatives but never named cloudflare/ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good solution for routing user requests to different AI language model providers?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter.ai
    3. LangChain
    4. FastAPI
    5. Flask
    6. Pydantic
    7. requests
    8. openai
    9. anthropic
    10. Nginx
    11. Envoy

    AI recommended 11 alternatives but never named cloudflare/ai. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 cloudflare/ai?
    pass
    AI named cloudflare/ai 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/ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cloudflare/ai 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/ai solve, and who is the primary audience?
    pass
    AI named cloudflare/ai 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/ai. 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)
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HTML
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  • Prioritized action items8 vs 3 in Lite
cloudflare/ai — RepoGEO report