RRepoGEO

REPOGEO REPORT · LITE

rockbenben/ChatGPT-Shortcut

Default branch main · commit 7b286adb · scanned 5/12/2026, 9:07:00 PM

GitHub: 8,461 stars · 930 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 rockbenben/ChatGPT-Shortcut, 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 introductory text to clarify its nature

    Why:

    CURRENT
    AiShort (ChatGPT Shortcut) - Maximize your Efficiency and Productivity. The ultimate hub to manage, customize, and share prompts.
    COPY-PASTE FIX
    AiShort (ChatGPT Shortcut) is a multi-language web application and curated collection of AI prompts. It's the ultimate hub to manage, customize, and share prompts, maximizing your efficiency and productivity.
  • mediumabout#2
    Refine the 'about' description for clearer positioning

    Why:

    CURRENT
    🚀💪Maximize your efficiency and productivity. The ultimate hub to manage, customize, and share prompts. (English/中文/Español/العربية). 让生产力加倍的 AI 快捷指令。更高效地管理提示词，在分享社区中发现适用于不同场景的灵感。
    COPY-PASTE FIX
    🚀💪 AiShort is a multi-language web application and curated collection of AI prompts. It's the ultimate hub to manage, customize, and share prompts, maximizing your efficiency and productivity. (English/中文/Español/العربية). 让生产力加倍的 AI 快捷指令。更高效地管理提示词，在分享社区中发现适用于不同场景的灵感。
  • lowtopics#3
    Add more specific topics related to web applications and curated content

    Why:

    CURRENT
    ai, ai-tools, chatgpt, chatgpt-prompts, gpt, llm, openai, productivity, prompt, prompt-engineering, prompts
    COPY-PASTE FIX
    ai, ai-tools, chatgpt, chatgpt-prompts, gpt, llm, openai, productivity, prompt, prompt-engineering, prompts, web-app, prompt-collection, curated-prompts

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 rockbenben/ChatGPT-Shortcut
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PromptLayer
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PromptLayer · recommended 2×
  2. Notion · recommended 2×
  3. GitHub · recommended 2×
  4. GitLab · recommended 2×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How can I efficiently organize and customize my AI prompts for various tasks?
    you: not recommended
    AI recommended (in order):
    1. PromptLayer
    2. LangChain
    3. Weights & Biases Prompts
    4. Notion
    5. Coda
    6. Obsidian
    7. GitHub
    8. GitLab

    AI recommended 8 alternatives but never named rockbenben/ChatGPT-Shortcut. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good tools for managing and sharing conversational AI prompts to boost productivity?
    you: not recommended
    AI recommended (in order):
    1. PromptLayer
    2. LangChain Hub
    3. GitHub
    4. GitLab
    5. Notion
    6. Google Docs
    7. Microsoft Word
    8. Confluence

    AI recommended 8 alternatives but never named rockbenben/ChatGPT-Shortcut. 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 rockbenben/ChatGPT-Shortcut?
    pass
    AI named rockbenben/ChatGPT-Shortcut explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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