RRepoGEO

REPOGEO REPORT · LITE

cloudflare/ai

Default branch main · commit b02939b3 · scanned 6/21/2026, 9:46:47 AM

GitHub: 1,071 stars · 311 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
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

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

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, llm, serverless, edge-computing, cloudflare, workers-ai, ai-gateway, vercel-ai-sdk, tanstack-ai, inference, api-gateway, javascript, typescript
  • highabout#2
    Add a concise description to the repository's About section

    Why:

    COPY-PASTE FIX
    Packages and examples for building AI applications on Cloudflare Workers AI and AI Gateway, with providers for Vercel AI SDK and TanStack AI.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://developers.cloudflare.com/workers-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
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. BerriAI/litellm · recommended 1×
  4. OpenAI API · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    How to integrate multiple large language models into my application via a unified API?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. LiteLLM (BerriAI/litellm)
    4. OpenAI API
    5. Hugging Face Transformers (huggingface/transformers)
    6. Hugging Face Inference Endpoints/APIs
    7. Azure AI Studio
    8. Google Cloud Vertex AI

    AI recommended 8 alternatives but never named cloudflare/ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework simplifies building AI applications using serverless functions and popular UI SDKs?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK
    2. OpenAI Functions
    3. LangChain.js
    4. LlamaIndex.TS
    5. AWS Amplify
    6. Google Cloud Functions
    7. Azure Static Web Apps

    AI recommended 7 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.

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cloudflare/ai — 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