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cccskills
免费在 GitHub 公开中文介绍

Writing

将录音转写、口述笔记或零散口语整理成文章,并参照已配置的个人文风资料进行撰写和修改;还可检查已确认的人工智能式表达,并附说明报告 Pangram 分数。

原文查看原文说明

Authors and assembles prose from the principal's material, audits AI patterns, and scores with Pangram. USE WHEN assemble a transcript, shape dictated notes, organize rough spoken material, write as me, write in my voice, sound like me, this does not sound like me, fix the voice, remove AI-isms, audit writing, clean up AI writing, check for AI patterns, sound less like AI, show me the draft, preview the article, open the draft properly. NOT FOR detection only (DetectAI), fiction (WriteStory), placing a finished blog post, or writing social posts.

danielmiessler/LifeOS星标 19,635(GitHub 19,635 + cccskills 0)

实测评分 未实测

查看安装方法

适用场景

  • 把转写内容整理成文章草稿
  • 将口述笔记改写得清晰易读
  • 按个人文风修改稿件
  • 检查并精简修改人工智能式表达

中文介绍

功能

此技能会把录音转写、口述笔记和零散的口语内容整理成通顺文字,同时保留原意和事实。它也能参照已配置的文风模型和风格指南,撰写或修改较长的文章。检查人工智能式表达时,它会指出已确认的问题,只做必要的少量修改,然后再次检查。按需还可获取 Pangram 分数,并连同相关说明作为参考信息报告,不把分数当作结论。

适用场景

想把录音转写整理成文章草稿、让口述笔记更易读,或按照某个人的文风修改稿件时,可以使用此技能。它也适合检查文字中是否有听起来像人工智能生成的表达。

使用示例

  • “把这份转写整理成文章草稿。”
  • “按我的文风修改这篇稿子。”
  • “检查人工智能式表达,只修改确有必要的部分。”

注意事项

按某个人的文风撰写需要预先配置文风资料和风格指南。获取 Pangram 分数需要 PANGRAM_API_KEY。如果缺少所需配置或密钥,会将检查标记为未执行。

本介绍由 AI(OpenAI Codex)根据公开的 SKILL.md 撰写。准确的规格请查看下方原文。

文档检查

AI 根据 SKILL.md 的内容检查了需要注意的操作和使用前提。评分只依据实际运行的结果(实测对比)。

安全性发送数据、删除文件、执行命令等是否有说明
B部分不足要求标记无法运行的检查,但指南包含多条工具执行命令。
安装难易度所需工具和 API 密钥是否少且有说明
B部分不足需要文风资料、配置文件和 PANGRAM_API_KEY,并指向 Setup.md。

不计入评分。 由 AI(OpenAI Codex)于 2026年10月28日 评估。仅供参考,安装前请同时查看原文。

如果您认为评估有误,请申请复核

请写明哪一项有误以及原因。无需登录。我们会对照 SKILL.md 重新评估,并在此处更新结果。

此表单受 reCAPTCHA 保护,适用 Google 的隐私权政策和服务条款。

包含的文件(16)

  • SKILL.md7.0 KB
  • Context.json2.0 KB
  • Intents/Assemble.md2.6 KB
  • Intents/Detect.md2.0 KB
  • Intents/Preview.md2.2 KB
  • Intents/Rewrite.md2.6 KB
  • Intents/ScoreAI.md4.3 KB
  • Intents/WriteAsPrincipal.md7.0 KB
  • References/CompleteGuide.md10.6 KB
  • Setup.md11.0 KB
  • Tools/BuildVoiceProfile.ts9.9 KB
  • Tools/VoiceGate.ts13.1 KB
  • Tools/VoiceJudge.ts14.2 KB
  • Tools/VoiceMetrics.ts16.9 KB
  • Tools/WritingConfig.help.md1.0 KB
  • Tools/WritingConfig.ts11.0 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Writing

Author and revise prose in the principal's voice, audit confirmed AI-writing patterns, and report Pangram scores. The voice itself is data the install supplies: a measured corpus model under the configured voice directory, plus the style guide at LIFEOS/USER/PRINCIPAL/WRITINGSTYLE.md. The skill holds the tools that measure, gate and judge against it.

Ideal State

  • Every change to someone's text traces to a confirmed finding or a source span: facts, numbers, quotes, links and the writer's meaning survive, and nothing is added that the source or brief did not supply.
  • Prose in the principal's voice aims at the measured corpus model and the anchor piece and clears VoiceGate.ts and VoiceJudge.ts without being degraded to pass; stripping AI-isms alone never counts as done.
  • Every Pangram number comes from a real PangramScore.ts run and is reported as a signal with its caveats, never as a pass/fail gate.
  • A check that could not run (no config, no key, no Interceptor) is reported as not run, never as passed.

Intent Routing

IntentTriggerFileBundle
Rewrite (default)"deai this", "remove AI-isms", "clean up AI writing", "make this sound less like AI", "sound more human", "writing check"Intents/Rewrite.mdrewrite
Detect"detect", "flag only", "audit only", "just flag", "scan for AI", "detect AI tells", "detect mode"Intents/Detect.mddetect
ScoreAI"score AI", "test for AI writing", "how AI does this read", "AI detection score", "pangram", "is this AI-detectable"Intents/ScoreAI.mdscore
WriteAsPrincipal"write as me", "write this in my voice", "sound like me", "make it sound like I wrote it", "this doesn't sound like me", "fix the voice", long-form authoring or repair in the principal's voiceIntents/WriteAsPrincipal.mdprincipal
Assemble"assemble this transcript", "shape these dictated notes", "organize this rough spoken material", "turn this stream of consciousness into prose"Intents/Assemble.mdassemble
Preview"show me the draft", "preview the article", "open the draft properly", let me see it properlyIntents/Preview.mdpreview

Uncertain routing, or a request that needs every legacy instruction, loads the full bundle (the complete guide and every intent file). Standalone detection with no rewrite intent routes to the public DetectAI skill instead; ScoreAI stays here because the publication audit runs it inline.

FileRead when
References/CompleteGuide.mdthe patterns and voice references Rewrite and Detect audit against, the voice config and tool tables, the hard formatting rules, and the skill's gotchas and examples (the bundles load its sections)
Setup.mdconfiguring the voice model for an install: config keys, voice_dir files, secrets, a proof run
EvalState.mdchecking the voice-principal suite's current scores; Assay writes it into your install after the first suite run, so it is absent from a fresh copy
Tools/WritingConfig.ts flags (WritingConfig.help.md); the voice tools are described in References/CompleteGuide.md § Tools

Loading a bundle

Before executing, load the matching bundle with the deterministic loader: bun "${CLAUDE_CONFIG_DIR:-$HOME/.claude}/LIFEOS/TOOLS/ContextLoad.ts" Writing load BUNDLE

It returns the selected instructions, their mandatory dependencies and source hashes; follow every returned requirement. Required external references and audits still apply. Skill-local paths resolve from the skill root, LIFEOS/ paths from the install root. An unchanged section already in context needs no second read; after compaction or a source change, reload the relevant bundle.

For bundle reads, set the shell tool output budget to 30000 tokens, and a code-mode wrapper's output budget to 30000 too. A truncation warning anywhere, not only at the END CONTEXTLOAD marker, means the load did not succeed.

list shows sections and bundles; search "query" searches the preserved guide. A failed search does not establish absence: inspect the index, broaden the query, or load full. If the loader fails, read References/CompleteGuide.md and every relevant intent file directly. Never proceed on a partial load.

Data & Config

The skill config is LIFEOS/USER/CUSTOMIZATIONS/SKILLS/Writing/Config.md. It names the voice directory (voice_dir, holding Corpus.md, Exemplars.md, PostExemplars.md, VoiceProfile.md, VoiceProfile.json), an optional published-content index (corpus_cli), the preview browser, and the few example phrases the gate and judge quote. With no config, VoiceGate.ts and VoiceJudge.ts stop with exit 2 and point at the guide. First-time set-up, field tables and a proof run: Setup.md. The full key and file tables are in References/CompleteGuide.md § Data & Config, loaded by the principal bundle. bun Tools/WritingConfig.ts status reports what is configured.

The env key is PANGRAM_API_KEY (ScoreAI only).

Gotchas

The skill's gotchas live in References/CompleteGuide.md § Gotchas, a required section in Context.json that every bundle loads.

Examples

User: "deai this draft"
→ Rewrite (rewrite bundle)
→ Profile named, findings listed, a minimal-diff rewrite and a clean second-pass audit
User: "write the intro to this post as me"
→ WriteAsPrincipal (principal bundle)
→ A draft anchored in the principal's published position, with VoiceGate and VoiceJudge exit codes and a reported Pangram score

More worked examples live in References/CompleteGuide.md § Examples, loaded by the full bundle.

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