RRepoGEO

REPOGEO REPORT · LITE

cloudflare/agents-starter

Default branch main · commit a8202a54 · scanned 5/13/2026, 10:23:13 PM

GitHub: 1,250 stars · 257 forks

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/agents-starter, 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
  • highabout#1
    Update repository description to emphasize 'serverless starter template'

    Why:

    CURRENT
    A starter kit for building ai agents on Cloudflare
    COPY-PASTE FIX
    A serverless starter template for building AI chat agents on Cloudflare Workers, powered by the Agents SDK.
  • mediumtopics#2
    Add more specific topics to improve category matching

    Why:

    CURRENT
    agents, ai, cloudflare, durable-objects
    COPY-PASTE FIX
    ai-agents, chat-agents, workers-ai, cloudflare-workers, serverless, javascript, starter-template, durable-objects
  • lowhomepage#3
    Update homepage link to point to the starter kit repository

    Why:

    CURRENT
    https://github.com/cloudflare/agents/
    COPY-PASTE FIX
    https://github.com/cloudflare/agents-starter

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/agents-starter
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT-4o
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-4o · recommended 1×
  2. Function Calling · recommended 1×
  3. Assistants API · recommended 1×
  4. LangChain · recommended 1×
  5. Google Calendar API · recommended 1×
  • CATEGORY QUERY
    How to quickly build an AI chat agent with vision and scheduling tools?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4o
    2. Function Calling
    3. Assistants API
    4. LangChain
    5. Google Calendar API
    6. Microsoft Graph API
    7. LlamaIndex
    8. Microsoft Azure OpenAI Service
    9. Azure AI Vision
    10. Google Cloud Vertex AI
    11. Gemini Pro Vision
    12. Hugging Face Agents
    13. Transformers

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

    Show full AI answer
  • CATEGORY QUERY
    What's a good serverless starter template for deploying AI agents in JavaScript?
    you: not recommended
    AI recommended (in order):
    1. Serverless Framework (serverless/serverless)
    2. AWS Lambda
    3. Amazon Comprehend
    4. Amazon Rekognition
    5. Amazon Transcribe
    6. SageMaker
    7. LangChain.js (langchain-ai/langchainjs)
    8. OpenAI's Node.js library (openai/openai-node)
    9. Next.js (vercel/next.js)
    10. Vercel
    11. AWS Amplify (aws-amplify/amplify-js)
    12. DynamoDB
    13. S3
    14. Google Cloud Functions
    15. Dialogflow
    16. Google Cloud Vision AI
    17. Natural Language API
    18. Vertex AI
    19. Azure Functions
    20. Azure Cognitive Services
    21. Azure Bot Service
    22. Azure Machine Learning

    AI recommended 22 alternatives but never named cloudflare/agents-starter. 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/agents-starter?
    pass
    AI did not name cloudflare/agents-starter — 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?

  • If a team adopts cloudflare/agents-starter in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cloudflare/agents-starter 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/agents-starter solve, and who is the primary audience?
    pass
    AI named cloudflare/agents-starter 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/agents-starter. 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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