RRepoGEO

REPOGEO REPORT · LITE

semperai/amica

Default branch master · commit ca2415c7 · scanned 5/11/2026, 7:24:24 AM

GitHub: 1,506 stars · 249 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 semperai/amica, 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 README H1 and opening paragraph to clarify Amica's role

    Why:

    CURRENT
    <h2 align="center"><a href="https://amica.arbius.ai">Amica: Your friendly personal AI</a></h2>
Amica allows you to converse with highly customizable 3D characters that can communicate via natural voice chat and vision, with an emotion engine that allows Amica to express feelings and more. Customize her any way you want with any AI technology.
    COPY-PASTE FIX
    <h2 align="center"><a href="https://amica.arbius.ai">Amica: An Open-Source Framework for Interactive 3D AI Companions with Voice and Vision</a></h2>
Amica provides an open-source interface and framework for building highly customizable 3D AI characters that can engage in natural voice chat, understand vision, and express emotions. It integrates various AI technologies to create a complete, interactive virtual companion experience, distinct from generic 3D asset tools or standalone AI services.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, assistant-chat-bots, computer-vision, llm, speech-recognition, tts
    COPY-PASTE FIX
    ai, assistant-chat-bots, computer-vision, llm, speech-recognition, tts, 3d-character-ai, ai-companion, virtual-assistant-framework, vrm-avatars, interactive-ai
  • mediumreadme#3
    Add a 'How Amica Differs' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., '## Why Amica? Our Unique Approach' or '## How Amica Differs' with content like: 'Amica is not a 3D modeling tool like Ready Player Me or Mixamo, nor is it a game engine like Unity or Unreal Engine. Instead, Amica provides the complete open-source framework to *integrate* 3D characters (e.g., via VRM files) with advanced AI capabilities (voice, vision, emotion) into a cohesive, interactive AI companion. Unlike generic cloud AI services (e.g., Google Cloud AI Platform, Amazon Polly), Amica focuses on the end-to-end experience of building and customizing a personalized 3D AI character.'

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 semperai/amica
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Amazon Polly
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Amazon Polly · recommended 2×
  2. Ready Player Me · recommended 1×
  3. Mixamo · recommended 1×
  4. Unity · recommended 1×
  5. Unreal Engine · recommended 1×
  • CATEGORY QUERY
    How can I build an interactive AI assistant with a 3D avatar and voice capabilities?
    you: not recommended
    AI recommended (in order):
    1. Ready Player Me
    2. Mixamo
    3. Unity
    4. Unreal Engine
    5. Google Cloud Text-to-Speech
    6. Amazon Polly
    7. ElevenLabs
    8. Google Cloud Speech-to-Text
    9. AssemblyAI
    10. OpenAI Whisper (openai/whisper)
    11. OpenAI GPT
    12. LangChain (langchain-ai/langchain)
    13. Rasa (RasaHQ/rasa)

    AI recommended 13 alternatives but never named semperai/amica. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable conversational AI with real-time speech recognition, synthesis, and vision integration?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud AI Platform
    2. Dialogflow ES/CX
    3. Speech-to-Text
    4. Text-to-Speech
    5. Vision AI
    6. Microsoft Azure AI
    7. Azure Bot Framework
    8. Azure Cognitive Services Speech Service
    9. Azure Cognitive Services Computer Vision
    10. Amazon Web Services (AWS)
    11. Amazon Lex
    12. Amazon Transcribe
    13. Amazon Polly
    14. Amazon Rekognition
    15. NVIDIA Riva
    16. Rasa
    17. Mozilla DeepSpeech
    18. OpenAI Whisper
    19. Tacotron 2
    20. WaveNet
    21. ESPnet
    22. OpenCV
    23. Google MediaPipe
    24. IBM Watson Assistant
    25. Watson Speech to Text
    26. Watson Text to Speech
    27. Watson Visual Recognition

    AI recommended 27 alternatives but never named semperai/amica. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 semperai/amica?
    pass
    AI named semperai/amica explicitly

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

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