RRepoGEO

REPOGEO REPORT · LITE

KeJunMao/ai-anything

Default branch main · commit 527fef15 · scanned 6/3/2026, 1:03:01 AM

GitHub: 560 stars · 86 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 KeJunMao/ai-anything, 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
    Clarify project's nature as a user-friendly platform in README's opening

    Why:

    CURRENT
    Anyone can create GPT tools
    COPY-PASTE FIX
    Anyone can create GPT tools. It's a user-friendly platform for building custom AI applications and interfaces without deep coding knowledge.
  • mediumtopics#2
    Add more specific topics to highlight platform and no-code aspects

    Why:

    CURRENT
    ai, chatgpt, nuxt3, openai, tools
    COPY-PASTE FIX
    ai, chatgpt, nuxt3, openai, tools, ai-tool-builder, no-code-ai, low-code-ai, gpt-builder, ai-platform
  • lowreadme#3
    Add a 'Why AI Anything?' or 'Comparison' section to README

    Why:

    COPY-PASTE FIX
    ## Why AI Anything?

Unlike developer frameworks such as LangChain or UI libraries like Gradio, AI Anything provides a complete, user-friendly platform for anyone to quickly build and share custom GPT tools without extensive coding.

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 KeJunMao/ai-anything
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. OpenAI GPTs · recommended 1×
  3. LlamaIndex · recommended 1×
  4. Microsoft Azure AI Studio / Azure OpenAI Service · recommended 1×
  5. Google Cloud Vertex AI · recommended 1×
  • CATEGORY QUERY
    Looking for a platform to quickly create custom GPT tools with flexible prompt configurations.
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPTs
    2. LangChain
    3. LlamaIndex
    4. Microsoft Azure AI Studio / Azure OpenAI Service
    5. Google Cloud Vertex AI
    6. Hugging Face Transformers
    7. FlowiseAI

    AI recommended 7 alternatives but never named KeJunMao/ai-anything. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a way to build custom AI assistant interfaces, allowing multiple inputs and role definitions.
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. LangChain
    4. React
    5. Vue.js
    6. Angular
    7. OpenAI Assistants API
    8. Voiceflow
    9. Flask
    10. Django

    AI recommended 10 alternatives but never named KeJunMao/ai-anything. 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 KeJunMao/ai-anything?
    pass
    AI named KeJunMao/ai-anything explicitly

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

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

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

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KeJunMao/ai-anything — 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