RRepoGEO

REPOGEO REPORT · LITE

0nutation/SpeechGPT

Default branch main · commit b2900115 · scanned 5/15/2026, 3:43:40 AM

GitHub: 1,406 stars · 96 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 0nutation/SpeechGPT, 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
    Add a clarifying sentence to the README's introduction

    Why:

    COPY-PASTE FIX
    This repository serves as an open-source research framework and collection of models within the SpeechGPT series, dedicated to advancing large language models with intrinsic cross-modal conversational abilities for speech understanding and generation.
  • mediumabout#2
    Refine the repository's 'About' description

    Why:

    CURRENT
    SpeechGPT Series: Speech Large Language Models
    COPY-PASTE FIX
    An open-source research series and framework for developing large language models with advanced speech understanding and generation capabilities for multimodal conversational AI.

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 0nutation/SpeechGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Dialogflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Dialogflow · recommended 1×
  2. Rasa · recommended 1×
  3. Amazon Lex · recommended 1×
  4. Microsoft Azure Bot Service · recommended 1×
  5. Language Understanding (LUIS) · recommended 1×
  • CATEGORY QUERY
    How to build conversational AI systems that understand and generate speech?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Dialogflow
    2. Rasa
    3. Amazon Lex
    4. Microsoft Azure Bot Service
    5. Language Understanding (LUIS)
    6. OpenAI GPT-3 / GPT-4
    7. Hugging Face Transformers
    8. Mozilla DeepSpeech

    AI recommended 8 alternatives but never named 0nutation/SpeechGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a large language model capable of understanding and generating speech for multimodal interactions.
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4o
    2. Google Gemini
    3. Meta Llama 3
    4. OpenAI Whisper
    5. NVIDIA NeMo
    6. ElevenLabs
    7. Microsoft VALL-E X
    8. Microsoft Azure AI Speech
    9. Azure OpenAI Service
    10. GPT-4
    11. Claude 3

    AI recommended 11 alternatives but never named 0nutation/SpeechGPT. 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 0nutation/SpeechGPT?
    pass
    AI named 0nutation/SpeechGPT explicitly

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

  • If a team adopts 0nutation/SpeechGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 0nutation/SpeechGPT 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 0nutation/SpeechGPT solve, and who is the primary audience?
    pass
    AI named 0nutation/SpeechGPT explicitly

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

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0nutation/SpeechGPT — 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