RRepoGEO

REPOGEO REPORT · LITE

GML-MMGroup/GMTalker

Default branch main · commit 3b60c732 · scanned 6/14/2026, 3:43:07 PM

GitHub: 1,202 stars · 55 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 GML-MMGroup/GMTalker, 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
    Add a "Built With" section to clarify core technologies

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, "## 🛠️ Built With" or "## 🚀 Core Technologies", explicitly listing: 
- **Rendering Engine:** Unreal Engine 
- **AI/ML Frameworks:** Python 
- **Deployment Platforms:** Windows, Linux, Android
  • hightopics#2
    Expand and correct repository topics for better categorization

    Why:

    CURRENT
    3dhuman, ai, andorid, api, python
    COPY-PASTE FIX
    3d-human, digital-human, unreal-engine, speech-synthesis, nlu, lip-sync, ai-avatar, cross-platform, windows, linux, android, python, api
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    Add a relevant URL (e.g., project website, demo page, or organization page) to the repository's homepage field.

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 GML-MMGroup/GMTalker
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. MetaHuman Creator · recommended 2×
  3. Unity · recommended 2×
  4. Google Cloud Dialogflow CX · recommended 1×
  5. Google Cloud Text-to-Speech (TTS) · recommended 1×
  • CATEGORY QUERY
    How can I build an interactive 3D digital human with integrated speech and NLU capabilities?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine
    2. MetaHuman Creator
    3. Google Cloud Dialogflow CX
    4. Google Cloud Text-to-Speech (TTS)
    5. Google Cloud Speech-to-Text (STT)
    6. Unity
    7. Ready Player Me
    8. Character Creator 4
    9. AWS Lex
    10. Amazon Polly
    11. Amazon Transcribe
    12. NVIDIA Omniverse
    13. NVIDIA Audio2Face
    14. Rasa (RasaHQ/rasa)
    15. DeepMotion
    16. Animate 3D
    17. Face Cap
    18. Azure Bot Service
    19. Azure Cognitive Services
    20. Language Understanding - LUIS
    21. Conversational Language Understanding - CLU
    22. Azure Text-to-Speech
    23. Azure Speech-to-Text
    24. Blender (blender/blender)
    25. spaCy (explosion/spaCy)
    26. NLTK (nltk/nltk)
    27. Mozilla TTS (mozilla/TTS)
    28. Coqui TTS (coqui-ai/TTS)
    29. Vosk (alphacep/vosk-api)
    30. Kaldi (kaldi-asr/kaldi)

    AI recommended 30 alternatives but never named GML-MMGroup/GMTalker. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow deploying AI-driven 3D animated avatars on Windows, Linux, and Android?
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. AR Foundation
    3. XR Interaction Toolkit
    4. Barracuda
    5. ONNX Runtime
    6. Unreal Engine
    7. TensorFlow Lite
    8. Pixel Streaming
    9. nDisplay
    10. MetaHuman Creator
    11. Control Rig
    12. Sequencer
    13. Godot Engine
    14. GDNative
    15. Three.js
    16. Babylon.js
    17. TensorFlow.js
    18. ONNX.js
    19. Electron
    20. Capacitor
    21. Cordova
    22. OpenCV
    23. dlib
    24. MediaPipe
    25. OpenGL
    26. Vulkan
    27. Assimp

    AI recommended 27 alternatives but never named GML-MMGroup/GMTalker. 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 GML-MMGroup/GMTalker?
    pass
    AI named GML-MMGroup/GMTalker explicitly

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

  • If a team adopts GML-MMGroup/GMTalker in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GML-MMGroup/GMTalker 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 GML-MMGroup/GMTalker solve, and who is the primary audience?
    pass
    AI named GML-MMGroup/GMTalker 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 GML-MMGroup/GMTalker. 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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GML-MMGroup/GMTalker — 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