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Open-Less/openless
默认分支 beta · commit 95920a6b · 扫描时间 2026/6/23 00:27:15
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下方为分数趋势(含全部就绪扫描;左旧右新,可横向滚动)。表格明细默认折叠,展开后每页 10 条,最新在上。
共 2 条就绪扫描。点击下方按钮展开表格(每页 10 条,可翻页)。
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 Open-Less/openless 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。
- highhomepage#1Update GitHub repository homepage URL
原因:
当前https://github.com/appergb/openless
复制粘贴的修复https://openless.top
- highreadme#2Reposition README H1 and tagline to explicitly state core function
原因:
当前<h1 align="center">OpenLess</h1> <p align="center"> <strong>Open-source voice input for macOS & Windows</strong> </p>
复制粘贴的修复<h1 align="center">OpenLess: AI-Enhanced Voice Input for Desktop</h1> <p align="center"> <strong>The open-source solution for macOS & Windows that delivers AI-polished text directly to your cursor in any application.</strong> </p>
- mediumcomparison#3Add a 'Comparison with Alternatives' section to the README
原因:
复制粘贴的修复## Comparison with Alternatives OpenLess stands out from traditional dictation tools and other AI speech-to-text solutions by focusing on **AI-polished text output directly into any application**, rather than just raw transcription. * **vs. Dragon NaturallySpeaking / Windows Speech Recognition / macOS Dictation:** While these offer basic voice input, OpenLess integrates advanced AI for real-time text polishing, style customization, and cross-application compatibility, going beyond simple transcription. * **vs. Whisper Desktop / Vosk Speech Recognition Toolkit:** These are excellent for accurate speech-to-text transcription. OpenLess builds upon this by adding a layer of generative AI to refine, rephrase, and format the transcribed text according to user-defined styles, making it ready for immediate use. * **vs. Voice In Voice Typing:** OpenLess provides a native desktop application experience for macOS and Windows, offering deeper system integration and broader compatibility across all applications, not just browser-based input.
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。
- Dragon Professional Individual · 被推荐 1 次
- Dragon Home · 被推荐 1 次
- Windows Speech Recognition · 被推荐 1 次
- macOS Dictation · 被推荐 1 次
- Voice In Voice Typing · 被推荐 1 次
- 品类问题How to get AI-enhanced voice dictation directly into any application on my desktop?你:未被推荐AI 推荐顺序:
- Dragon Professional Individual
- Dragon Home
- Windows Speech Recognition
- macOS Dictation
- Voice In Voice Typing
- Otter.ai
- SpeechText.AI
AI 推荐了 7 个替代方案,却始终没点名 Open-Less/openless。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Seeking an open-source desktop voice input tool for macOS and Windows with text polishing.你:未被推荐AI 推荐顺序:
- Whisper Desktop
- Vosk Speech Recognition Toolkit (alphacep/vosk-api)
- Mozilla DeepSpeech (mozilla/DeepSpeech)
- Dragon NaturallySpeaking
- Voice Control (macOS built-in)
- Windows Speech Recognition (Windows built-in)
AI 推荐了 6 个替代方案,却始终没点名 Open-Less/openless。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 completenesspass
- README presencepass
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 Open-Less/openless?passAI 明确点名了 Open-Less/openless
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 Open-Less/openless in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 Open-Less/openless
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 Open-Less/openless solve, and who is the primary audience?passAI 明确点名了 Open-Less/openless
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 Open-Less/openless 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。
[](https://repogeo.com/zh/r/Open-Less/openless)<a href="https://repogeo.com/zh/r/Open-Less/openless"><img src="https://repogeo.com/badge/Open-Less/openless.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
Open-Less/openless — 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