RRepoGEO

REPOGEO REPORT · LITE

lobehub/lobe-vidol

Default branch main · commit 39f3d3a3 · scanned 6/9/2026, 7:42:12 AM

GitHub: 958 stars · 123 forks

AI VISIBILITY SCORE
27 /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
1 / 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 lobehub/lobe-vidol, 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 Lobe Vidol as an all-in-one application

    Why:

    CURRENT
    Experience the magic of virtual idol creation with Lobe Vidol. Enjoy our exquisite UI design, support for MMD dance content, and seamless conversations with characters—all integrated into one cohesive platform.
    COPY-PASTE FIX
    Lobe Vidol is an all-in-one application and platform that makes virtual idol creation accessible to everyone. It integrates exquisite UI design, MMD dance content support, and seamless character conversations, abstracting away the complexity of traditional tools like 3D software or game engines.
  • mediumtopics#2
    Refine repository topics to remove generic 'framework' and add specific application-oriented terms

    Why:

    CURRENT
    chatbot, chatgpt, framework, mmd, nextjs, openai, tts, vercel-ai, virtual-idols, vroid, vtuber
    COPY-PASTE FIX
    chatbot, chatgpt, mmd, nextjs, openai, tts, vercel-ai, virtual-idols, vroid, vtuber, ai-application, virtual-character-platform, no-code-ai
  • lowreadme#3
    Add a 'Comparison' or 'Why Lobe Vidol?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Lobe Vidol vs. Traditional Tools' or 'Why Lobe Vidol?' explaining how it simplifies and integrates functionalities that typically require multiple complex tools like Unity, MMD, or raw AI models, positioning itself as an accessible, all-in-one platform for creators.

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 lobehub/lobe-vidol
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unity
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Unity · recommended 2×
  2. DeepMotion · recommended 2×
  3. Vroid Studio · recommended 1×
  4. MikuMikuDance (MMD) · recommended 1×
  5. PMX Editor · recommended 1×
  • CATEGORY QUERY
    How can I build a virtual idol with MMD dance and conversational AI capabilities?
    you: not recommended
    AI recommended (in order):
    1. Vroid Studio
    2. MikuMikuDance (MMD)
    3. PMX Editor
    4. Unity
    5. MMD4Mecanim
    6. VSeeFace
    7. VRM Live Viewer
    8. OpenAI API
    9. GPT-3.5
    10. GPT-4
    11. Google Cloud Text-to-Speech
    12. DeepMotion
    13. Character.ai

    AI recommended 13 alternatives but never named lobehub/lobe-vidol. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a framework to animate virtual characters, integrate TTS, and chatbot dialogues.
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. Unreal Engine
    3. Godot Engine
    4. Blender
    5. Three.js
    6. React Three Fiber
    7. DeepMotion
    8. Adobe Character Animator

    AI recommended 8 alternatives but never named lobehub/lobe-vidol. 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 lobehub/lobe-vidol?
    pass
    AI did not name lobehub/lobe-vidol — 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 lobehub/lobe-vidol in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lobehub/lobe-vidol 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 lobehub/lobe-vidol solve, and who is the primary audience?
    pass
    AI did not name lobehub/lobe-vidol — 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?

Embed your GEO score

Drop this badge into the README of lobehub/lobe-vidol. 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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HTML
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  • Brand-free category queries5 vs 2 in Lite
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