RRepoGEO

REPOGEO REPORT · LITE

uezo/ChatdollKit

Default branch master · commit e694f443 · scanned 5/13/2026, 5:32:18 AM

GitHub: 1,144 stars · 116 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 uezo/ChatdollKit, 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 to emphasize 'integrated framework'

    Why:

    CURRENT
    # ChatdollKit
3D virtual assistant SDK that enables you to make your 3D model into a voice-enabled chatbot. 🇯🇵日本語のREADMEはこちら
    COPY-PASTE FIX
    # ChatdollKit
3D virtual assistant SDK that enables you to make your 3D model into a voice-enabled chatbot.
ChatdollKit is a comprehensive Unity framework for developers to build and deploy embodied AI assistants, seamlessly integrating generative AI, speech, and 3D animation.
🇯🇵日本語のREADMEはこちら
  • mediumreadme#2
    Add a 'Comparison with Alternatives' section to README

    Why:

    COPY-PASTE FIX
    ## 💡 Comparison with Alternatives

Unlike generic 3D engines (Unity, Unreal Engine, Three.js) or component-specific libraries (ElevenLabs for TTS, Ready Player Me for avatars, SALSA LipSync for animation), ChatdollKit provides a complete, integrated SDK for building and deploying embodied AI assistants. It orchestrates generative AI, speech recognition, text-to-speech, and real-time 3D character animation within a single Unity framework, allowing developers to focus on character interaction rather than integrating disparate systems.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://[YOUR_PROJECT_HOMEPAGE_URL]

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 uezo/ChatdollKit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ElevenLabs
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ElevenLabs · recommended 2×
  2. Ready Player Me · recommended 2×
  3. Unity · recommended 1×
  4. Unreal Engine · recommended 1×
  5. Three.js · recommended 1×
  • CATEGORY QUERY
    How to build a voice-enabled 3D virtual assistant with generative AI integration?
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. Unreal Engine
    3. Three.js
    4. React Three Fiber
    5. Google Cloud Speech-to-Text
    6. Azure Cognitive Services Speech
    7. AssemblyAI
    8. Whisper (OpenAI)
    9. OpenAI GPT-4 / GPT-3.5 Turbo
    10. Anthropic Claude 3
    11. Google Gemini (Pro / Ultra)
    12. Llama 3 (Meta)
    13. Google Cloud Text-to-Speech
    14. Azure Cognitive Services Speech (Text-to-Speech)
    15. ElevenLabs
    16. Amazon Polly
    17. Mixamo (Adobe)
    18. Blender
    19. Ready Player Me
    20. Python
    21. Node.js

    AI recommended 21 alternatives but never named uezo/ChatdollKit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Unity framework for animating 3D character models with real-time AI speech and dialogue?
    you: not recommended
    AI recommended (in order):
    1. Ready Player Me
    2. SALSA LipSync Suite
    3. Oculus LipSync
    4. Rhubarb Lip Sync
    5. ElevenLabs
    6. Azure AI Speech
    7. DeepMotion

    AI recommended 7 alternatives but never named uezo/ChatdollKit. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 uezo/ChatdollKit?
    pass
    AI named uezo/ChatdollKit explicitly

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

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

    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 uezo/ChatdollKit. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/uezo/ChatdollKit.svg)](https://repogeo.com/en/r/uezo/ChatdollKit)
HTML
<a href="https://repogeo.com/en/r/uezo/ChatdollKit"><img src="https://repogeo.com/badge/uezo/ChatdollKit.svg" alt="RepoGEO" /></a>
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uezo/ChatdollKit — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
uezo/ChatdollKit — RepoGEO report