RRepoGEO

REPOGEO REPORT · LITE

Jackywine/Bella

Default branch main · commit b70501ad · scanned 5/27/2026, 1:23:12 AM

GitHub: 6,419 stars · 987 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 Jackywine/Bella, 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
    Clarify Bella's core identity and tech stack in the README's opening

    Why:

    CURRENT
    # Bella AI

**Your digital companion, awakening now** ✨
    COPY-PASTE FIX
    # Bella AI: An Open-Source Node.js Digital Companion

**Your personalized AI friend, ready to evolve with you.** ✨
  • hightopics#2
    Add relevant GitHub topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-companion, digital-assistant, voice-ai, nodejs, web-speech-api, open-source-ai, personal-ai
  • mediumlicense#3
    Add a standard open-source license file

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root, for example, by choosing an MIT License template from GitHub's interface or copying a standard MIT license text.

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 Jackywine/Bella
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mozilla DeepSpeech
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mozilla DeepSpeech · recommended 2×
  2. Mycroft AI · recommended 1×
  3. Open Assistant · recommended 1×
  4. Rhasspy · recommended 1×
  5. Mozilla TTS · recommended 1×
  • CATEGORY QUERY
    What open-source projects allow building a personalized AI digital companion with voice?
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Open Assistant
    3. Rhasspy
    4. Mozilla DeepSpeech
    5. Mozilla TTS
    6. RASA
    7. Coqui TTS
    8. Whisper
    9. LangChain
    10. LlamaIndex
    11. Home Assistant
    12. Wyoming protocol
    13. Piper TTS

    AI recommended 13 alternatives but never named Jackywine/Bella. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to develop a local voice-enabled AI assistant using Node.js and web technologies?
    you: not recommended
    AI recommended (in order):
    1. Picovoice Rhino Speech-to-Intent Engine
    2. Porcupine Wake Word Engine
    3. Mozilla DeepSpeech
    4. Vosk
    5. Google Cloud Speech-to-Text API
    6. Dialogflow ES
    7. Google Cloud Text-to-Speech API
    8. Amazon Transcribe
    9. Amazon Lex
    10. Amazon Polly
    11. Web Speech API
    12. Compromise
    13. Natural
    14. node-gtts
    15. say
    16. OpenAI Whisper

    AI recommended 16 alternatives but never named Jackywine/Bella. 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 Jackywine/Bella?
    pass
    AI named Jackywine/Bella explicitly

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

  • If a team adopts Jackywine/Bella in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Jackywine/Bella 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 Jackywine/Bella solve, and who is the primary audience?
    pass
    AI did not name Jackywine/Bella — 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?

Embed your GEO score

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Jackywine/Bella — 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