RRepoGEO

REPOGEO REPORT · LITE

elevenyellow/handcrafted-persona-engine

Default branch main · commit 362820d7 · scanned 5/9/2026, 12:17:19 PM

GitHub: 1,241 stars · 139 forks

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 elevenyellow/handcrafted-persona-engine, 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 subtitle to clarify the project's core function

    Why:

    CURRENT
    <h1>Persona Engine </h1>
<p><i>An AI-driven voice, animation, and personality stack for your Live2D character.</i></p>
    COPY-PASTE FIX
    <h1>Handcrafted Persona Engine: Real-time AI Live2D Avatar</h1>
<p><i>An AI-driven voice, animation, and personality stack for your interactive Live2D character.</i></p>
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) in the repository root, clearly stating the project's licensing terms.
  • mediumabout#3
    Refine the repository description to emphasize 'interactive avatar engine'

    Why:

    CURRENT
    An AI-powered interactive avatar engine using Live2D, LLM, ASR, TTS, and RVC. Ideal for VTubing, streaming, and virtual assistant applications.
    COPY-PASTE FIX
    A real-time AI-powered interactive avatar engine for Live2D characters, integrating LLM, ASR, TTS, and RVC. Perfect for VTubing, streaming, and advanced virtual assistant applications.

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 elevenyellow/handcrafted-persona-engine
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VRChat
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. VRChat · recommended 2×
  2. Google Cloud Text-to-Speech · recommended 2×
  3. ElevenLabs · recommended 2×
  4. VTube Studio · recommended 1×
  5. obsproject/obs-studio · recommended 1×
  • CATEGORY QUERY
    How to create a real-time AI-powered Live2D avatar for streaming or virtual assistants?
    you: not recommended
    AI recommended (in order):
    1. VTube Studio
    2. VRChat
    3. OBS Studio (obsproject/obs-studio)
    4. Live2D Cubism
    5. FaceRig
    6. Animaze by FaceRig
    7. VSeeFace (VSeeFace/VSeeFace)
    8. VRoid Studio
    9. OpenAI GPT-3/GPT-4
    10. Google Dialogflow
    11. Hugging Face
    12. Google Cloud Text-to-Speech
    13. ElevenLabs

    AI recommended 13 alternatives but never named elevenyellow/handcrafted-persona-engine. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to build an interactive AI character with voice, LLM, and animated visuals.
    you: not recommended
    AI recommended (in order):
    1. Inworld AI
    2. Ready Player Me
    3. ElevenLabs
    4. OpenAI
    5. VRChat
    6. Unity
    7. Unreal Engine
    8. Character AI
    9. PlayHT
    10. Resemble AI
    11. Mixamo
    12. Blender
    13. DeepMotion
    14. Google Cloud Text-to-Speech
    15. Amazon Polly
    16. Cohere
    17. Anthropic
    18. Unreal Engine MetaHuman
    19. Azure AI Speech
    20. Llama 2

    AI recommended 20 alternatives but never named elevenyellow/handcrafted-persona-engine. 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 elevenyellow/handcrafted-persona-engine?
    pass
    AI did not name elevenyellow/handcrafted-persona-engine — 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 elevenyellow/handcrafted-persona-engine in production, what risks or prerequisites should they evaluate first?
    pass
    AI named elevenyellow/handcrafted-persona-engine 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 elevenyellow/handcrafted-persona-engine solve, and who is the primary audience?
    pass
    AI named elevenyellow/handcrafted-persona-engine explicitly

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

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elevenyellow/handcrafted-persona-engine — 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