RRepoGEO

REPOGEO REPORT · LITE

ai-ng/swift

Default branch main · commit f5b6ec7f · scanned 6/5/2026, 4:52:58 AM

GitHub: 592 stars · 132 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 ai-ng/swift, 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 sentence to clarify it's a web application

    Why:

    CURRENT
    Swift is a fast AI voice assistant.
    COPY-PASTE FIX
    Swift is an open-source, real-time AI voice assistant *web application* built with Next.js, React, and TypeScript, demonstrating fast AI transcription and speech synthesis.
  • mediumabout#2
    Update the repository description to emphasize its role as a web app starter kit

    Why:

    CURRENT
    Fast voice assistant powered by Groq, Cartesia, and Vercel.
    COPY-PASTE FIX
    An open-source, real-time AI voice assistant *web application starter kit* demonstrating fast transcription (Groq), speech synthesis (Cartesia), and VAD, deployed on Vercel.
  • lowtopics#3
    Add more specific topics to highlight its web application and starter kit nature

    Why:

    CURRENT
    artificial-intelligence, cartesia, groq, llama, nextjs, react, vercel, whisper
    COPY-PASTE FIX
    artificial-intelligence, cartesia, groq, llama, nextjs, react, vercel, whisper, voice-assistant-app, real-time-ai, web-app, starter-kit

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 ai-ng/swift
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Text-to-Speech API
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Text-to-Speech API · recommended 3×
  2. AWS Polly · recommended 3×
  3. Google Cloud Speech-to-Text API · recommended 2×
  4. OpenAI Whisper · recommended 2×
  5. ElevenLabs · recommended 2×
  • CATEGORY QUERY
    How to build a real-time voice assistant with fast AI transcription and speech output?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text API
    2. Google Cloud Text-to-Speech API
    3. Dialogflow ES
    4. Dialogflow CX
    5. AWS Transcribe Streaming
    6. AWS Polly
    7. Amazon Lex
    8. Azure Cognitive Services Speech-to-Text
    9. Azure Cognitive Services Text-to-Speech
    10. Azure Bot Service
    11. Language Understanding Intelligent Service (LUIS)
    12. OpenAI Whisper
    13. ElevenLabs
    14. Rasa
    15. spaCy
    16. Picovoice Rhino
    17. Picovoice Porcupine
    18. Picovoice Leopard
    19. Picovoice Orca
    20. Picovoice Cobra
    21. Mozilla DeepSpeech
    22. Coqui STT
    23. MaryTTS
    24. NLTK

    AI recommended 24 alternatives but never named ai-ng/swift. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for integrating low-latency speech-to-text and text-to-speech in a web app?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text API
    2. Google Cloud Text-to-Speech API
    3. AWS Transcribe
    4. AWS Polly
    5. Microsoft Azure Cognitive Services (Speech Service)
    6. AssemblyAI
    7. ElevenLabs
    8. Deepgram
    9. Google Cloud Text-to-Speech API
    10. AWS Polly
    11. OpenAI Whisper
    12. Coqui TTS
    13. Web Speech API

    AI recommended 13 alternatives but never named ai-ng/swift. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 ai-ng/swift?
    pass
    AI named ai-ng/swift explicitly

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

  • If a team adopts ai-ng/swift in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ai-ng/swift 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 ai-ng/swift solve, and who is the primary audience?
    pass
    AI named ai-ng/swift 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 ai-ng/swift. 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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HTML
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ai-ng/swift — 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