RRepoGEO

REPOGEO REPORT · LITE

platelminto/chatgpt-conversation

Default branch main · commit c26d0f1f · scanned 6/15/2026, 7:03:28 PM

GitHub: 654 stars · 66 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 platelminto/chatgpt-conversation, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to explicitly state voice interface function

    Why:

    CURRENT
    # chatgpt-conversation
Have a conversation with ChatGPT using your voice, and have it talk back.
    COPY-PASTE FIX
    # chatgpt-conversation

This Python script enables a **hands-free, voice-controlled conversational interface with ChatGPT**, allowing you to speak your prompts and hear ChatGPT's responses directly. It is *not* a tool for exporting or downloading past conversations.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/platelminto/chatgpt-conversation#readme (or a link to a demo/project page if available)

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 platelminto/chatgpt-conversation
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Whisper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Whisper · recommended 2×
  2. Google Cloud Text-to-Speech · recommended 2×
  3. OpenAI API · recommended 1×
  4. ElevenLabs · recommended 1×
  5. Google Cloud Speech-to-Text · recommended 1×
  • CATEGORY QUERY
    How to build a voice-controlled conversational AI interface for large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper
    2. OpenAI API
    3. ElevenLabs
    4. Google Cloud Speech-to-Text
    5. Google Cloud Dialogflow
    6. Vertex AI Conversation
    7. Google Cloud Text-to-Speech
    8. AssemblyAI
    9. Anthropic Claude
    10. Cohere
    11. AWS Polly
    12. Mozilla DeepSpeech
    13. NVIDIA NeMo
    14. Hugging Face Transformers
    15. Coqui TTS
    16. Azure Cognitive Services Speech
    17. Azure OpenAI Service
    18. Azure Machine Learning

    AI recommended 18 alternatives but never named platelminto/chatgpt-conversation. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable hands-free spoken dialogue with an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Amazon Alexa Voice Service (AVS)
    2. Google Assistant SDK
    3. Picovoice
    4. Microsoft Azure Cognitive Services (Speech Service)
    5. Azure Bot Service
    6. OpenAI Whisper
    7. OpenAI GPT-4
    8. Google Gemini
    9. Google Cloud Text-to-Speech
    10. Amazon Polly

    AI recommended 10 alternatives but never named platelminto/chatgpt-conversation. 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 platelminto/chatgpt-conversation?
    pass
    AI named platelminto/chatgpt-conversation explicitly

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

  • If a team adopts platelminto/chatgpt-conversation in production, what risks or prerequisites should they evaluate first?
    pass
    AI named platelminto/chatgpt-conversation 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 platelminto/chatgpt-conversation solve, and who is the primary audience?
    pass
    AI named platelminto/chatgpt-conversation 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 platelminto/chatgpt-conversation. 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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