RRepoGEO

REPOGEO REPORT · LITE

physics-dimension/PriceAI

Default branch main · commit abc0cdd4 · scanned 6/17/2026, 1:26:19 AM

GitHub: 617 stars · 64 forks

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 physics-dimension/PriceAI, 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 the GitHub repository description to be explicit in English

    Why:

    CURRENT
    AI 订阅卡网渠道比价工具：聚合100+卡网渠道包含 ChatGPT、Claude、Gemini、Grok 等多渠道报价，展示有货最低价、库存状态和原站购买链接。
    COPY-PASTE FIX
    An AI subscription price comparison tool: aggregates 100+ channels for ChatGPT, Claude, Gemini, Grok, and other AI services, showing the lowest available prices, stock status, and direct purchase links.
  • highreadme#2
    Add a concise English summary to the top of the README

    Why:

    COPY-PASTE FIX
    PriceAI is an online tool that helps you compare subscription prices for various AI models and services like ChatGPT, Claude, Gemini, and Grok across over 100 different channels. Find the lowest available prices, check stock, and get direct links to purchase.
  • mediumtopics#3
    Add topics that explicitly describe the project as an application/tool

    Why:

    CURRENT
    ai, ai-subscription, chatgpt, claude, gemini, grok, nextjs, price-comparison, price-tracker, supabase
    COPY-PASTE FIX
    ai, ai-subscription, chatgpt, claude, gemini, grok, nextjs, price-comparison, price-tracker, supabase, web-app, online-tool

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 physics-dimension/PriceAI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI · recommended 2×
  2. Google Cloud · recommended 2×
  3. AWS · recommended 2×
  4. Microsoft Azure AI · recommended 2×
  5. Hugging Face · recommended 2×
  • CATEGORY QUERY
    Where can I compare subscription prices for various AI models and services?
    you: not recommended
    AI recommended (in order):
    1. OpenAI
    2. Anthropic
    3. Google Cloud
    4. AWS
    5. Microsoft Azure AI
    6. Hugging Face
    7. Anyscale Endpoints
    8. Together AI
    9. LiteLLM (BerriAI/LiteLLM)
    10. OpenRouter.ai
    11. Reddit
    12. Hacker News
    13. The Verge
    14. TechCrunch
    15. ZDNet

    AI recommended 15 alternatives but never named physics-dimension/PriceAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to find reliable and affordable channels for purchasing AI service subscriptions?
    you: not recommended
    AI recommended (in order):
    1. OpenAI
    2. Google Cloud
    3. AWS
    4. Microsoft Azure
    5. OpenAI API
    6. Google Cloud AI Platform
    7. Amazon SageMaker
    8. Amazon Rekognition
    9. Microsoft Azure AI
    10. AWS Marketplace
    11. Azure Marketplace
    12. Google Cloud Marketplace
    13. Hugging Face
    14. RapidAPI
    15. API-FOOTBALL
    16. Hugging Face Transformers (huggingface/transformers)
    17. TensorFlow (tensorflow/tensorflow)
    18. PyTorch (pytorch/pytorch)
    19. AWS EC2
    20. Google Compute Engine
    21. Azure Virtual Machines
    22. DataRobot
    23. H2O.ai
    24. Google Vertex AI Workbench

    AI recommended 24 alternatives but never named physics-dimension/PriceAI. 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 physics-dimension/PriceAI?
    pass
    AI named physics-dimension/PriceAI explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts physics-dimension/PriceAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named physics-dimension/PriceAI 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 physics-dimension/PriceAI solve, and who is the primary audience?
    pass
    AI named physics-dimension/PriceAI explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)
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  • Prioritized action items8 vs 3 in Lite