RRepoGEO

REPOGEO REPORT · LITE

cloudflare/agents-starter

Default branch main · commit c9af2b4d · scanned 6/24/2026, 9:18:07 AM

GitHub: 1,282 stars · 261 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/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
  • highreadme#1
    Reposition the README's opening paragraph to clarify its category and differentiator

    Why:

    CURRENT
    A starter template for building AI chat agents on Cloudflare, powered by the Agents SDK.
    COPY-PASTE FIX
    Agent Starter is a comprehensive kit for rapidly developing and deploying **serverless AI chat agents directly on Cloudflare's edge network**. Unlike generic cloud functions or device-specific ML toolkits, this template provides a pre-configured, opinionated environment leveraging Workers AI for inference and Durable Objects for statefulness, with integrated tools for scheduling, vision, and more.
  • hightopics#2
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    agents, ai, cloudflare, durable-objects
    COPY-PASTE FIX
    agents, ai, cloudflare, durable-objects, serverless, edge-ai, starter-kit, chat-agents, workers-ai, tools, vision, scheduling
  • mediumreadme#3
    Add a 'Why choose Agent Starter?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why choose Agent Starter?
Cloudflare Agent Starter is designed for developers building custom, serverless AI agents on the edge. It differs from managed services like Google Dialogflow or AWS Lex by offering full control and extensibility, and from device-specific ML toolkits like NVIDIA JetPack by focusing on cloud-native, serverless deployment. It provides a ready-to-use foundation for intelligent agents with integrated tools and a chat UI.

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
Google Cloud Dialogflow CX
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Dialogflow CX · recommended 1×
  2. Google Cloud Functions · recommended 1×
  3. Vertex AI · recommended 1×
  4. AWS Lex V2 · recommended 1×
  5. AWS Lambda · recommended 1×
  • CATEGORY QUERY
    How to build serverless AI chat agents with integrated tools for scheduling and vision?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Dialogflow CX
    2. Google Cloud Functions
    3. Vertex AI
    4. AWS Lex V2
    5. AWS Lambda
    6. Amazon Rekognition
    7. Amazon SageMaker Endpoints
    8. Microsoft Azure Bot Service
    9. Azure Functions
    10. Azure Cognitive Services
    11. Azure Computer Vision
    12. Azure Custom Vision
    13. Azure Machine Learning
    14. OpenAI API
    15. GPT-4o
    16. GPT-4
    17. Vercel Functions
    18. Netlify Functions
    19. LangChain
    20. LlamaIndex

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for a quick start template to develop intelligent agents on an edge platform.
    you: not recommended
    AI recommended (in order):
    1. NVIDIA JetPack SDK
    2. OpenVINO Toolkit
    3. Edge Impulse
    4. TensorFlow Lite
    5. PyTorch Mobile
    6. AWS IoT Greengrass
    7. Azure IoT Edge

    AI recommended 7 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?

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MARKDOWN (README)
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cloudflare/agents-starter — 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