REPOGEO REPORT · LITE
soniqo/speech-swift
Default branch main · commit 14ced76b · scanned 6/9/2026, 1:42:09 PM
GitHub: 824 stars · 106 forks
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 soniqo/speech-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.
- highreadme#1Reposition README opening to emphasize "developer toolkit"
Why:
CURRENT# Speech Swift AI speech models for Apple Silicon, powered by MLX Swift and CoreML.
COPY-PASTE FIX# Speech Swift: On-Device AI Speech Toolkit for Apple Developers Speech Swift is a comprehensive AI speech toolkit for Apple Silicon, providing a simplified API for ASR, TTS, speech-to-speech, VAD, and diarization, powered by MLX Swift and CoreML.
- mediumcomparison#2Add a "Comparison with Alternatives" section
Why:
COPY-PASTE FIX## Comparison with Alternatives Unlike general-purpose cloud APIs or low-level frameworks, Speech Swift offers a simplified, reactive (Combine-based) API for leveraging native, on-device speech recognition and synthesis capabilities specifically optimized for Apple Silicon. This provides a privacy-focused, offline-capable solution distinct from cloud-based services like Amazon Polly or Google ML Kit, and offers a higher-level toolkit experience compared to directly using Apple's Speech Framework or cross-platform libraries like Whisper.cpp.
- lowexamples#3Add a "Quick Start" code example to the README
Why:
COPY-PASTE FIX## Quick Start To get started with on-device speech recognition, add Speech Swift to your Xcode project and use the following example: ```swift import SpeechSwift func recognizeSpeech() async throws { let recognizer = try SpeechRecognizer() let result = try await recognizer.transcribeAudio(url: audioFileURL) print("Transcription: \(result.text)") } ``` For more detailed examples and advanced features, please refer to the [Full Documentation](YOUR_DOCS_LINK_HERE).
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.
- Apple Speech Framework · recommended 1×
- OpenAI Whisper · recommended 1×
- Picovoice Rhino & Porcupine · recommended 1×
- Google ML Kit · recommended 1×
- Amazon Polly · recommended 1×
- CATEGORY QUERYHow to implement on-device speech recognition and synthesis for iOS applications?you: not recommendedAI recommended (in order):
- Apple Speech Framework
- OpenAI Whisper
- Picovoice Rhino & Porcupine
- Google ML Kit
- Amazon Polly
AI recommended 5 alternatives but never named soniqo/speech-swift. This is the gap to close.
Show full AI answer
- CATEGORY QUERYLooking for a local AI toolkit for speaker diarization and voice activity detection on Apple devices.you: not recommendedAI recommended (in order):
- Whisper.cpp (ggerganov/whisper.cpp)
- Silero VAD (snakers4/silero-vad)
- Core ML
- SpeechBrain (speechbrain/speechbrain)
- pyannote.audio (pyannote/pyannote-audio)
- OpenVINO (openvinotoolkit/openvino)
- ONNX Runtime (microsoft/onnxruntime)
- PyTorch Mobile (pytorch/pytorch)
AI recommended 8 alternatives but never named soniqo/speech-swift. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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 soniqo/speech-swift?passAI named soniqo/speech-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 soniqo/speech-swift in production, what risks or prerequisites should they evaluate first?passAI named soniqo/speech-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 soniqo/speech-swift solve, and who is the primary audience?passAI named soniqo/speech-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
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soniqo/speech-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