RRepoGEO

REPOGEO REPORT · LITE

kimjammer/Neuro

Default branch master · commit 5e4b4241 · scanned 6/26/2026, 4:47:08 AM

GitHub: 1,992 stars · 224 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)

3 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 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 opening statement to clearly define the project

    Why:

    CURRENT
    The goal of this project was to recreate Neuro-Sama, but only running on local models on consumer hardware.
    COPY-PASTE FIX
    Neuro is a real-time, local-first conversational AI assistant designed to recreate Neuro-Sama, featuring voice input/output, memory, vision, and Vtube Studio integration for virtual streamers.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    conversational-ai, llm, real-time, virtual-streamer, vtuber, neuro-sama, local-llm, text-to-speech, speech-to-text, rag, multimodal-ai
  • mediumabout#3
    Update the repository's 'About' description for clarity

    Why:

    CURRENT
    A recreation of Neuro-Sama originally created in 7 days.
    COPY-PASTE FIX
    A real-time, local-first conversational AI assistant project designed to recreate Neuro-Sama, featuring voice input/output, memory, vision, and Vtube Studio integration.

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
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Hugging Face Transformers · recommended 2×
  3. OpenAI Whisper · recommended 1×
  4. Llama.cpp · recommended 1×
  5. PyAudio · recommended 1×
  • CATEGORY QUERY
    How to build a real-time conversational AI assistant with local LLMs and voice input?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper
    2. Llama.cpp
    3. LangChain
    4. PyAudio
    5. SoundDevice
    6. Vosk
    7. Hugging Face Transformers
    8. CTranslate2
    9. Haystack
    10. Picovoice Rhino Speech-to-Intent
    11. Mozilla DeepSpeech
    12. ONNX Runtime
    13. WebRTC VAD
    14. Silero VAD
    15. Piper
    16. Coqui TTS

    AI recommended 16 alternatives but never named kimjammer/Neuro. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a toolkit to create an interactive virtual streamer AI with memory and vision.
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. C#
    3. Python
    4. OpenCV
    5. SQLite
    6. PostgreSQL
    7. MongoDB
    8. OpenAI's GPT series
    9. Google's Gemini
    10. Twitch
    11. YouTube
    12. IronPython
    13. Unreal Engine
    14. C++
    15. MetaHuman Creator
    16. Pygame
    17. Kivy
    18. Dlib
    19. MediaPipe
    20. SQLAlchemy
    21. sqlite3
    22. openai library
    23. google-generativeai
    24. LangChain
    25. LlamaIndex
    26. Blender
    27. python-twitch-irc
    28. google-api-python-client
    29. TensorFlow
    30. PyTorch
    31. Hugging Face Transformers
    32. scikit-learn
    33. Godot Engine
    34. GDScript
    35. OBS Studio
    36. Lua
    37. DeepMotion
    38. Animate 3D

    AI recommended 38 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?

Embed your GEO score

Drop this badge into the README of kimjammer/Neuro. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/kimjammer/Neuro.svg)](https://repogeo.com/en/r/kimjammer/Neuro)
HTML
<a href="https://repogeo.com/en/r/kimjammer/Neuro"><img src="https://repogeo.com/badge/kimjammer/Neuro.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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