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soniqo/speech-swift

默认分支 main · commit 14ced76b · 扫描时间 2026/6/9 13:42:09

星标 824 · Fork 106

AI 可见性总分
40 /100
亟需修复
品类召回
0 / 2
在所有问题中均未被推荐
规则结果
通过 2 · 警告 0 · 失败 0
客观元数据检查
AI 认识你的名字
3 / 3
直接询问时,AI 是否点名你的仓库
如何阅读这份报告

行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 soniqo/speech-swift 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。

行动计划 — 可复制粘贴的修复

3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。

整体方向
  • highreadme#1
    Reposition README opening to emphasize "developer toolkit"

    原因:

    当前
    # Speech Swift
    
    AI speech models for Apple Silicon, powered by MLX Swift and CoreML.
    复制粘贴的修复
    # 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#2
    Add a "Comparison with Alternatives" section

    原因:

    复制粘贴的修复
    ## 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#3
    Add a "Quick Start" code example to the README

    原因:

    复制粘贴的修复
    ## 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).

本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash

品类可见性 — 真正的 GEO 测试

向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?

各模型使用同一组问题 — 切换标签对比回答与排名。

召回
0 / 2
0% 的问题里出现了 soniqo/speech-swift
平均排名
越小越好。#1 表示首位推荐。
声量占比
0%
在所有被点名的工具中,你占了多少?
头号对手
Apple Speech Framework
在 2 个问题中被推荐 1 次
竞品排行
  1. Apple Speech Framework · 被推荐 1 次
  2. OpenAI Whisper · 被推荐 1 次
  3. Picovoice Rhino & Porcupine · 被推荐 1 次
  4. Google ML Kit · 被推荐 1 次
  5. Amazon Polly · 被推荐 1 次
  • 品类问题
    How to implement on-device speech recognition and synthesis for iOS applications?
    你:未被推荐
    AI 推荐顺序:
    1. Apple Speech Framework
    2. OpenAI Whisper
    3. Picovoice Rhino & Porcupine
    4. Google ML Kit
    5. Amazon Polly

    AI 推荐了 5 个替代方案,却始终没点名 soniqo/speech-swift。这就是要补上的差距。

    查看 AI 完整回答
  • 品类问题
    Looking for a local AI toolkit for speaker diarization and voice activity detection on Apple devices.
    你:未被推荐
    AI 推荐顺序:
    1. Whisper.cpp (ggerganov/whisper.cpp)
    2. Silero VAD (snakers4/silero-vad)
    3. Core ML
    4. SpeechBrain (speechbrain/speechbrain)
    5. pyannote.audio (pyannote/pyannote-audio)
    6. OpenVINO (openvinotoolkit/openvino)
    7. ONNX Runtime (microsoft/onnxruntime)
    8. PyTorch Mobile (pytorch/pytorch)

    AI 推荐了 8 个替代方案,却始终没点名 soniqo/speech-swift。这就是要补上的差距。

    查看 AI 完整回答

客观检查

针对 AI 引擎最看重的元数据信号的规则审计。

  • Metadata completeness
    pass

  • README presence
    pass

自指检查

当被直接问到你时,AI 是否还知道你的仓库存在?

  • Compared to common alternatives in this category, what is the core differentiator of soniqo/speech-swift?
    pass
    AI 明确点名了 soniqo/speech-swift

    AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?

  • If a team adopts soniqo/speech-swift in production, what risks or prerequisites should they evaluate first?
    pass
    AI 明确点名了 soniqo/speech-swift

    AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?

  • In one sentence, what problem does the repo soniqo/speech-swift solve, and who is the primary audience?
    pass
    AI 明确点名了 soniqo/speech-swift

    AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?

嵌入你的 GEO 徽章

把这个徽章贴进 soniqo/speech-swift 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。

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soniqo/speech-swift — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。

  • 深度报告每月 10 次
  • 无品牌品类查询5,轻量 2
  • 优先行动项8,轻量 3