RRepoGEO

REPOGEO REPORT · LITE

elevenyellow/handcrafted-persona-engine

Default branch main · commit a709b18b · scanned 6/19/2026, 7:32:26 AM

GitHub: 1,301 stars · 148 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
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 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
    Add a clarifying sentence to the README's opening

    Why:

    CURRENT
    <p><i>An AI-driven voice, animation, and personality stack for your Live2D character.</i></p>
    COPY-PASTE FIX
    <p><i>An AI-driven voice, animation, and personality stack for your Live2D character. This engine is designed for interactive virtual avatars and AI companions, not for product management or UX design user personas.</i></p>
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Set the repository homepage URL to `https://github.com/elevenyellow/handcrafted-persona-engine` or a dedicated project website if one exists.

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
ElevenLabs
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ElevenLabs · recommended 2×
  2. Google Cloud Text-to-Speech · recommended 2×
  3. Live2D Cubism · recommended 1×
  4. Photoshop · recommended 1×
  5. Clip Studio Paint · recommended 1×
  • CATEGORY QUERY
    How to create an AI-driven Live2D virtual character for streaming with real-time voice?
    you: not recommended
    AI recommended (in order):
    1. Live2D Cubism
    2. Photoshop
    3. Clip Studio Paint
    4. VTube Studio
    5. FaceRig
    6. Animaze by FaceRig
    7. ElevenLabs
    8. Resemble AI
    9. PlayHT
    10. Google Cloud Text-to-Speech
    11. OBS Studio
    12. VoiceMeeter Banana
    13. Python
    14. sounddevice
    15. requests
    16. OpenAI's GPT-4
    17. Anthropic's Claude

    AI recommended 17 alternatives but never named elevenyellow/handcrafted-persona-engine. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a toolkit for an interactive AI virtual assistant with animated character and voice synthesis.
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. Ready Player Me
    3. ElevenLabs
    4. Unreal Engine
    5. MetaHuman
    6. AWS Polly
    7. Azure Cognitive Services
    8. DeepMotion Animate 3D
    9. Google Cloud Text-to-Speech
    10. Vectary
    11. Play.ht
    12. Blender
    13. Rhubarb Lip Sync (DanielSWolf/rhubarb-lip-sync)
    14. IBM Watson Text to Speech

    AI recommended 14 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 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?

  • 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?

Embed your GEO score

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MARKDOWN (README)
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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