RRepoGEO

REPOGEO REPORT · LITE

kimjammer/Neuro

Default branch master · commit 5e4b4241 · scanned 5/15/2026, 12:37:28 PM

GitHub: 1,936 stars · 216 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 kimjammer/Neuro, 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's H1 to clarify the project's purpose

    Why:

    CURRENT
    # Neuro
    COPY-PASTE FIX
    # Neuro-Sama Local AI Avatar: A Realtime Voice Chatbot with Vtube Studio Integration
  • hightopics#2
    Add specific, descriptive topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-chatbot, virtual-avatar, vtube-studio, local-llm, real-time-voice, multimodal-ai, neuro-sama, text-generation-webui
  • mediumabout#3
    Enhance the repository description for clarity

    Why:

    CURRENT
    A recreation of Neuro-Sama originally created in 7 days.
    COPY-PASTE FIX
    A local, real-time AI avatar system recreating Neuro-Sama, featuring voice interaction, multimodal AI, and Vtube Studio integration on consumer hardware.

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 kimjammer/Neuro
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. open-webui/open-webui · recommended 1×
  3. openai/whisper · recommended 1×
  4. facebookresearch/faiss · recommended 1×
  5. chroma-core/chroma · recommended 1×
  • CATEGORY QUERY
    How to build a local AI chatbot with real-time voice interaction and long-term memory?
    you: not recommended
    AI recommended (in order):
    1. Open-WebUI (open-webui/open-webui)
    2. Whisper (openai/whisper)
    3. FAISS (facebookresearch/faiss)
    4. ChromaDB (chroma-core/chroma)
    5. Voicevox (VOICEVOX/voicevox)
    6. XTTSv2 (coqui-ai/TTS)
    7. FastAPI (tiangolo/fastapi)
    8. Flask (pallets/flask)
    9. LangChain (langchain-ai/langchain)
    10. Llama-cpp-python (abetlen/llama-cpp-python)
    11. Pinecone
    12. ElevenLabs
    13. Rasa (RasaHQ/rasa)
    14. Hugging Face Transformers (huggingface/transformers)
    15. Sentence-Transformers (UKPLab/sentence-transformers)
    16. SpeechBrain (speechbrain/speechbrain)
    17. ESPnet (espnet/espnet)
    18. PyAudio (PyAudio/PyAudio)
    19. Sounddevice (spatialaudio/python-sounddevice)

    AI recommended 19 alternatives but never named kimjammer/Neuro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for creating an interactive virtual avatar with multimodal AI and Vtube Studio integration?
    you: not recommended
    AI recommended (in order):
    1. VSeeFace
    2. VTube Studio
    3. Python
    4. OpenAI API
    5. ElevenLabs
    6. Whisper (OpenAI)
    7. pyaudio
    8. websockets
    9. socketio
    10. Ready Player Me
    11. VRoid Studio
    12. Character.AI
    13. Animaze by FaceRig
    14. Live2D Cubism
    15. Hololive Production

    AI recommended 15 alternatives but never named kimjammer/Neuro. 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 kimjammer/Neuro?
    pass
    AI named kimjammer/Neuro explicitly

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

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

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

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kimjammer/Neuro — 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