RRepoGEO

REPOGEO REPORT · LITE

uezo/ChatdollKit

Default branch master · commit e694f443 · scanned 6/23/2026, 2:18:04 PM

GitHub: 1,183 stars · 119 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /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
2 / 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 H1 and opening sentence to clarify its integrated SDK nature

    Why:

    CURRENT
    # ChatdollKit
3D virtual assistant SDK that enables you to make your 3D model into a voice-enabled chatbot.
    COPY-PASTE FIX
    # ChatdollKit: Integrated SDK for 3D Virtual Assistants
ChatdollKit is the integrated SDK for creating interactive, voice-enabled 3D virtual assistants and animated chatbots with your custom 3D models.
  • highabout#2
    Add the official project homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://uezo.com/ChatdollKit (or actual project homepage URL)
  • mediumreadme#3
    Add a 'Why ChatdollKit?' section to explicitly state its core differentiator

    Why:

    COPY-PASTE FIX
    ## 🚀 Why ChatdollKit?
Unlike general game engines or standalone AI services, ChatdollKit provides a complete, integrated SDK specifically designed for bringing animated 3D characters to life with advanced conversational AI, handling everything from speech and dialog to expressive 3D model control.

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
Unreal Engine
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Unreal Engine · recommended 2×
  2. Unity · recommended 2×
  3. Amazon Lex · recommended 2×
  4. Amazon Polly · recommended 2×
  5. blender/blender · recommended 1×
  • CATEGORY QUERY
    How to create an interactive 3D virtual assistant with conversational AI capabilities?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine
    2. Unity
    3. Blender (blender/blender)
    4. Google Dialogflow
    5. Rasa (RasaHQ/rasa)
    6. Amazon Lex
    7. Google Cloud Speech-to-Text
    8. Google Cloud Text-to-Speech
    9. Amazon Polly
    10. Python
    11. Flask (pallets/flask)
    12. Django (django/django)
    13. Node.js (nodejs/node)
    14. Express.js (expressjs/express)
    15. C#
    16. ASP.NET Core (dotnet/aspnetcore)
    17. WebSockets

    AI recommended 17 alternatives but never named uezo/ChatdollKit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an SDK to integrate large language models with animated 3D character speech.
    you: not recommended
    AI recommended (in order):
    1. Ready Player Me
    2. Inworld AI
    3. Unreal Engine
    4. MetaHumans
    5. Convai
    6. Unity
    7. DeepMotion Animate 3D
    8. OpenAI API
    9. Google Cloud AI
    10. AWS Sumerian
    11. Amazon Polly
    12. Amazon Lex
    13. NVIDIA Omniverse Audio2Face
    14. NVIDIA Omniverse
    15. Cohere

    AI recommended 15 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 did not name uezo/ChatdollKit — 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 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.

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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.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite