RRepoGEO

REPOGEO REPORT · LITE

exPHAT/SwiftWhisper

Default branch master · commit c3401979 · scanned 5/30/2026, 1:11:56 PM

GitHub: 779 stars · 104 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 exPHAT/SwiftWhisper, 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 H1 and opening paragraph

    Why:

    CURRENT
    # SwiftWhisper
> The easiest way to use Whisper in Swift
Easily add transcription to your app or package. Powered by whisper.cpp.
    COPY-PASTE FIX
    # SwiftWhisper: On-Device, Offline Audio Transcription for Apple Platforms
> The easiest way to use OpenAI's Whisper model in Swift for iOS, macOS, and more. Easily add high-accuracy, on-device speech-to-text to your app or package, powered by whisper.cpp.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the URL for the project's official website or documentation (e.g., a GitHub Pages site or dedicated docs).
  • lowcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives
SwiftWhisper stands out as a straightforward, on-device Swift wrapper for whisper.cpp, focusing on ease of integration for Apple platform developers. While other Swift wrappers like WhisperKit and swift-whisper exist, SwiftWhisper prioritizes simplicity and direct access to whisper.cpp's capabilities. Unlike cloud-based APIs (e.g., Google Cloud Speech-to-Text, Amazon Transcribe) or Apple's built-in Speech Framework, SwiftWhisper enables fully offline, private, and customizable transcription directly within your app.

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 exPHAT/SwiftWhisper
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apple's Speech Framework (SFSpeechRecognizer)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Apple's Speech Framework (SFSpeechRecognizer) · recommended 1×
  2. Google Cloud Speech-to-Text API · recommended 1×
  3. Amazon Transcribe · recommended 1×
  4. Microsoft Azure Cognitive Services - Speech · recommended 1×
  5. AssemblyAI · recommended 1×
  • CATEGORY QUERY
    How to add speech-to-text functionality to my iOS application using Swift?
    you: not recommended
    AI recommended (in order):
    1. Apple's Speech Framework (SFSpeechRecognizer)
    2. Google Cloud Speech-to-Text API
    3. Amazon Transcribe
    4. Microsoft Azure Cognitive Services - Speech
    5. AssemblyAI
    6. Deepgram

    AI recommended 6 alternatives but never named exPHAT/SwiftWhisper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best Swift library for offline audio transcription on Apple platforms?
    you: not recommended
    AI recommended (in order):
    1. Speech Framework
    2. Whisper.cpp (ggerganov/whisper.cpp)
    3. WhisperKit (maciekish/WhisperKit)
    4. swift-whisper (sberrevoets/swift-whisper)
    5. Vosk
    6. Picovoice Rhino Speech-to-Intent
    7. Porcupine Wake Word
    8. Cheetah

    AI recommended 8 alternatives but never named exPHAT/SwiftWhisper. 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 exPHAT/SwiftWhisper?
    pass
    AI named exPHAT/SwiftWhisper explicitly

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

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