RRepoGEO

REPOGEO REPORT · LITE

semperai/amica

Default branch master · commit ca2415c7 · scanned 6/21/2026, 10:37:56 AM

GitHub: 1,548 stars · 257 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
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
    Add a clear, descriptive opening paragraph to the README

    Why:

    CURRENT
    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
    Amica is an open-source framework for building highly customizable, interactive 3D AI characters with natural voice chat, emotion recognition, and vision capabilities. It allows developers and privacy-conscious users to create self-hostable virtual assistants and companions, supporting VRM files and various AI technologies for deep personalization.
  • mediumtopics#2
    Add more specific topics related to 3D characters and virtual assistants

    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, virtual-assistant, conversational-ai, avatar, vrm
  • lowreadme#3
    Add a 'Why Amica?' or 'Comparison' section to clarify its unique value

    Why:

    COPY-PASTE FIX
    ## Why Amica?
Unlike cloud-based AI services or general 3D engines, Amica provides a complete, open-source, and self-hostable framework specifically designed for interactive 3D AI characters. It offers full data control and privacy, allowing for deep customization of characters, voices, and emotional expressions without vendor lock-in.

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
Azure Cognitive Services
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure Cognitive Services · recommended 2×
  2. Unreal Engine · recommended 1×
  3. MetaHuman Creator · recommended 1×
  4. Azure AI Speech · recommended 1×
  5. DeepMotion · recommended 1×
  • CATEGORY QUERY
    How to build an interactive 3D character with voice chat and emotion recognition?
    you: not recommended
    AI recommended (in order):
    1. Unreal Engine
    2. MetaHuman Creator
    3. Azure AI Speech
    4. Azure Cognitive Services
    5. DeepMotion
    6. Mixamo
    7. Unity
    8. Ready Player Me
    9. Google Cloud AI
    10. ARKit
    11. ARCore
    12. VRChat SDK
    13. VRChat Avatars
    14. VRChat API
    15. Python
    16. SpeechRecognition
    17. gTTS
    18. OpenCV
    19. dlib
    20. Three.js
    21. React Three Fiber
    22. Blender
    23. Web Speech API
    24. Face-api.js
    25. Godot Engine
    26. Vosk
    27. Mozilla DeepSpeech
    28. eSpeak-ng
    29. MaryTTS

    AI recommended 29 alternatives but never named semperai/amica. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a framework to create a customizable visual AI assistant with speech capabilities.
    you: not recommended
    AI recommended (in order):
    1. Rasa (RasaHQ/rasa)
    2. React (facebook/react)
    3. Vue (vuejs/core)
    4. Angular (angular/angular)
    5. Google Cloud Speech-to-Text
    6. Google Cloud Text-to-Speech
    7. AWS Polly
    8. AWS Transcribe
    9. OpenAI Whisper (openai/whisper)
    10. OpenAI TTS
    11. Microsoft Bot Framework (microsoft/botframework-sdk)
    12. Azure Cognitive Services
    13. Azure Speech Service
    14. Language Understanding (LUIS)
    15. QnA Maker
    16. Google Dialogflow CX
    17. Amazon Lex
    18. AWS Amplify (aws-amplify/amplify-js)
    19. OpenAI API
    20. GPT-4
    21. Streamlit (streamlit/streamlit)
    22. PyQt

    AI recommended 22 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?

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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