RRepoGEO

REPOGEO REPORT · LITE

cdfmlr/muvtuber

Default branch main · commit c065f4c9 · scanned 6/12/2026, 4:08:10 PM

GitHub: 503 stars · 77 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 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 cdfmlr/muvtuber, 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's opening to clarify integrated AI VTuber framework

    Why:

    CURRENT
    Makes your AI vtuber.
    COPY-PASTE FIX
    muvtuber is an open-source framework for building and deploying AI-powered virtual streamers (VTubers) that can interact with live chat, express emotions, and speak naturally. Currently optimized for the Chinese Bilibili platform, with plans for YouTube and Twitch integration.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-vtuber, virtual-streamer, live2d, chatbot, tts, bilibili, generative-ai, open-source, python
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. Consider a permissive license like MIT or Apache-2.0 to encourage adoption and contributions.

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 cdfmlr/muvtuber
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VSeeFace
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. VSeeFace · recommended 2×
  2. VRChat · recommended 1×
  3. OBS Studio · recommended 1×
  4. Streamlabs Chatbot · recommended 1×
  5. StreamElements Chatbot · recommended 1×
  • CATEGORY QUERY
    How can I create an AI virtual streamer that interacts with live chat?
    you: not recommended
    AI recommended (in order):
    1. VSeeFace
    2. VRChat
    3. OBS Studio
    4. Streamlabs Chatbot
    5. StreamElements Chatbot
    6. OpenAI GPT-3/GPT-4 API
    7. ElevenLabs API
    8. Ready Player Me
    9. Unity
    10. Unreal Engine
    11. WaveNet (Google Cloud Text-to-Speech)
    12. Dialogflow (Google Cloud)
    13. Live2D Cubism
    14. Hololive Production
    15. NIJISANJI
    16. Fable Studio (Showrunner)
    17. Character.ai
    18. DeepMotion Animate 3D
    19. Blender

    AI recommended 19 alternatives but never named cdfmlr/muvtuber. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help build an AI chatbot for a Live2D virtual streamer on Bilibili?
    you: not recommended
    AI recommended (in order):
    1. VSeeFace
    2. VTube Studio
    3. OpenAI GPT-4
    4. ElevenLabs
    5. Python
    6. OpenAI GPT-3.5 Turbo
    7. StreamerBot
    8. Botpress
    9. DeepMotion
    10. Voiceflow

    AI recommended 10 alternatives but never named cdfmlr/muvtuber. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 cdfmlr/muvtuber?
    pass
    AI did not name cdfmlr/muvtuber — likely talking about a different project

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

  • If a team adopts cdfmlr/muvtuber in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cdfmlr/muvtuber 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 cdfmlr/muvtuber solve, and who is the primary audience?
    pass
    AI named cdfmlr/muvtuber 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 cdfmlr/muvtuber. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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<a href="https://repogeo.com/en/r/cdfmlr/muvtuber"><img src="https://repogeo.com/badge/cdfmlr/muvtuber.svg" alt="RepoGEO" /></a>
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite