MrGeDiao/shuorenhua

"name": "MrGeDiao"   },   "homepage": "https://github.com/MrGeDiao/shuorenhua",

},   "homepage": "https://github.com/MrGeDiao/shuorenhua",   "repository": "https://github.com/MrGeDiao/shuorenhua",

"homepage": "https://github.com/MrGeDiao/shuorenhua",

"repository": "https://github.com/MrGeDiao/shuorenhua",

- 改写规则不变：三个运行文件与 2.5.0 逐字相同，已安装 2.5.0 的不用升级。插件版本号、安装页和 mini 末行同步到 2.5.1。 - README 常见问题补充已知缺口：较长的公开文章里，黑话和叠用比喻清理偏少（[#16](https://github.com/MrGeDiao/shuorenhua/issues/16)）；在 2.5 里明确要求「彻底清理」时会多改，但会把部分说法换成猜测的意思而不标记，也会改动判断强度。同时说明 `minimal / sta

- README 常见问题补充已知缺口：较长的公开文章里，黑话和叠用比喻清理偏少（[#16](https://github.com/MrGeDiao/shuorenhua/issues/16)）；在 2.5 里明确要求「彻底清理」时会多改，但会把部分说法换成猜测的意思而不标记，也会改动判断强度。同时说明 `minimal / standard / aggressive` 三档在 2.5 里还没有分开的规则，并修正一处错字。

对标 [KKKKhazix/human-writing](https://github.com/KKKKhazix/human-writing)（生成侧中文写作 skill）后做的一轮吸收。它管「写」、本仓库管「改」，两边的病灶清单只有部分重叠；本版补的是它覆盖到而本仓库零命中的篇章级病灶，以及一处被对比照出来的内部规则冲突。它的一刀切禁令（禁冒号、禁破折号）和单级严重度未采纳——那套只服务创作场景，套到 `docs` / `release-note` / `code-con

针对 [#4](https://github.com/MrGeDiao/shuorenhua/issues/4) 复测反馈:v1.8.5 的 `in-place` 把长度接住了(实测 95–96%),但去 AI 味效果明显弱于 `structural`——长文里整句级的空话(无源引用、价值拔高收尾)在 `in-place` 下规则上删不掉,只会被软化保留。本版在 `structural` 和 `in-place` 之间补一个 `bounded` scope。

针对 [#4](https://github.com/MrGeDiao/shuorenhua/issues/4) 反馈"长文被改完明显缩水"（约 1800 字 → minimal 约 1500 字 → aggressive 约 1000 字）。本版结论：问题不在三档力度，而在长文默认走 structural 动作时，删句、并句、重排段落会叠加。

### Added - 新增 `install/chatgpt-gpt-instructions.md`，提供 Custom GPT 的 Instructions 文本，用户自建 GPT 时直接复制 - `install/chatgpt.md` 新增 Custom GPT 方案（推荐）和 Projects 方案，解决 Custom Instructions 1,500 字符放不下 `SKILL.md` 的问题（[#3](https://github.com/MrGeDiao/

- `install/chatgpt.md` 新增 Custom GPT 方案（推荐）和 Projects 方案，解决 Custom Instructions 1,500 字符放不下 `SKILL.md` 的问题（[#3](https://github.com/MrGeDiao/shuorenhua/issues/3)）

<p align="center">   <a href="https://github.com/MrGeDiao/shuorenhua/stargazers"><img src="https://img.shields.io/github/stars/MrGeDiao/shuorenhua?style=flat-square&amp;label=stars&amp;color=246BFD&amp;labelColor=101318" alt="GitHub stars">

<a href="https://github.com/MrGeDiao/shuorenhua/stargazers"><img src="https://img.shields.io/github/stars/MrGeDiao/shuorenhua?style=flat-square&amp;label=stars&amp;color=246BFD&amp;labelColor=101318" alt="GitHub stars"></a>

<a href="https://github.com/MrGeDiao/shuorenhua/releases"><img src="https://img.shields.io/github/v/release/MrGeDiao/shuorenhua?style=flat-square&amp;label=release&amp;color=246BFD&amp;labelColor=101318" alt="GitHub release"></a>

<a href="LICENSE"><img src="https://img.shields.io/github/license/MrGeDiao/shuorenhua?style=flat-square&amp;color=246BFD&amp;labelColor=101318" alt="License"></a>

**ChatGPT**：直接用[说人话 GPT](https://chatgpt.com/g/g-6a5829b1163481919e1e45851f6bc709-shuo-ren-hua)，不用安装。

- **默认改得保守。** 「为后续发展奠定了坚实的基础」这类评价算作者的判断，默认会留着；想去掉宣传腔要明确说「别吹」。不同模型差别也不小：另一段测试里，GPT 按规则留下了这类评价，Claude 整句删了。 - **长文改得偏少。** 较长的公开文章里，黑话和叠用的比喻清理不够。放宽规则后，它会把作者的话说轻或说重，还没找到稳妥的办法，讨论见 [#16](https://github.com/MrGeDiao/shuorenhua/issues/16)。

- **长文改得偏少。** 较长的公开文章里，黑话和叠用的比喻清理不够。放宽规则后，它会把作者的话说轻或说重，还没找到稳妥的办法，讨论见 [#16](https://github.com/MrGeDiao/shuorenhua/issues/16)。

- [stop-slop](https://github.com/hardikpandya/stop-slop)：英文冗余表达规则

- [humanizer](https://github.com/blader/humanizer)：英文 AI 写作模式整理

- [avoid-ai-writing](https://github.com/conorbronsdon/avoid-ai-writing)：AI 写作问题分类

- [speak-human-tw](https://github.com/Raymondhou0917/speak-human-tw)：繁体中文编辑规则

[![说人话 star 增长曲线](https://raw.githubusercontent.com/MrGeDiao/shuorenhua/star-data/star-growth.svg)](https://github.com/MrGeDiao/shuorenhua/stargazers)

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 960 570" width="960" height="570" role="img" aria-label="改写对照：原文 130 字改成 56 字，删去招呼、重复和致谢，保留 24 次、7 次和周五前的条件。">

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 960 400" width="960" height="400" role="img" aria-label="说人话：把 AI 腔改成能直接发出去的话。删掉套话，保留数字、条件和承诺。">

#!/usr/bin/env python3

exec(compile(source, str(path), "exec"), module.__dict__)

#!/usr/bin/env python3

PROJECTS = {     "wikinews": "https://zh.wikinews.org",

"wikinews": "https://zh.wikinews.org",

"wikisource": "https://zh.wikisource.org",

def _get_json(base_url, params):     url = f"{base_url}/w/api.php?{urllib.parse.urlencode(params)}"     request = urllib.request.Request(

url = f"{base_url}/w/api.php?{urllib.parse.urlencode(params)}"     request = urllib.request.Request(         url,

request = urllib.request.Request(

headers={"User-Agent": "shuorenhua-human-corpus/2.3.1 (fixed-revision extractor)"},     )     with urllib.request.urlopen(request, timeout=30) as response:

)     with urllib.request.urlopen(request, timeout=30) as response:         return json.load(response)

with urllib.request.urlopen(request, timeout=30) as response:

#!/usr/bin/env python3

} HUMAN_CC_LICENSE_URLS = {     "CC0": "https://creativecommons.org/publicdomain/zero/1.0/",

HUMAN_CC_LICENSE_URLS = {     "CC0": "https://creativecommons.org/publicdomain/zero/1.0/",     "CC0 1.0": "https://creativecommons.org/publicdomain/zero/1.0/",

"CC0": "https://creativecommons.org/publicdomain/zero/1.0/",

"CC0 1.0": "https://creativecommons.org/publicdomain/zero/1.0/",

"CC BY 1.0": "https://creativecommons.org/licenses/by/1.0/",

"CC BY 2.0": "https://creativecommons.org/licenses/by/2.0/",

"CC BY 2.5": "https://creativecommons.org/licenses/by/2.5/",

"CC BY 3.0": "https://creativecommons.org/licenses/by/3.0/",

"CC BY 4.0": "https://creativecommons.org/licenses/by/4.0/",

"CC BY-SA 1.0": "https://creativecommons.org/licenses/by-sa/1.0/",

"CC BY-SA 2.0": "https://creativecommons.org/licenses/by-sa/2.0/",

"CC BY-SA 2.5": "https://creativecommons.org/licenses/by-sa/2.5/",

"CC BY-SA 3.0": "https://creativecommons.org/licenses/by-sa/3.0/",

"CC BY-SA 4.0": "https://creativecommons.org/licenses/by-sa/4.0/",

"Public Domain": "https://creativecommons.org/publicdomain/mark/1.0/",

#!/usr/bin/env python3

Executable file

#!/usr/bin/env python3

[Credential-related source omitted]

[Credential-related source omitted]

#!/usr/bin/env python3

== 消息来源 ==         * [https://example.org 模板表格噪声]

* [https://example.org 模板表格噪声]

#!/usr/bin/env python3

author_group="open-b",             source_type="open",             source_url="https://example.org/article",

source_type="open",             source_url="https://example.org/article",             source_title="公开文章",

source_url="https://example.org/article",

source_author="示例作者",             license="CC BY 4.0",             license_url="https://creativecommons.org/licenses/by/4.0/",

license="CC BY 4.0",             license_url="https://creativecommons.org/licenses/by/4.0/",             license_evidence_url="https://example.org/article#license",

license_url="https://creativecommons.org/licenses/by/4.0/",

license_evidence_url="https://example.org/article#license",

source_author="示例作者",             license="CC BY 4.0",             license_url="https://creativecommons.org/licenses/by/4.0/",

license="CC BY 4.0",             license_url="https://creativecommons.org/licenses/by/4.0/",             license_evidence_url="https://example.org/article#license",

license_url="https://creativecommons.org/licenses/by/4.0/",

license_evidence_url="https://example.org/article#license",

self.body(),             source_type="open",             source_url="https://example.org/article",

source_type="open",             source_url="https://example.org/article",             source_title="公开文章",

source_url="https://example.org/article",

self.body(),             source_type="open",             source_url="https://example.org/work?oldid=123",

source_type="open",             source_url="https://example.org/work?oldid=123",             source_title="历史作品",

source_url="https://example.org/work?oldid=123",

source_author="示例作者",             license="Public Domain",             license_url="https://creativecommons.org/publicdomain/mark/1.0/",

license="Public Domain",             license_url="https://creativecommons.org/publicdomain/mark/1.0/",             license_evidence_url="https://example.org/work?oldid=123",

license_url="https://creativecommons.org/publicdomain/mark/1.0/",

license_evidence_url="https://example.org/work?oldid=123",

self.body(),             source_type="open",             source_url="https://example.org/article",

source_type="open",             source_url="https://example.org/article",             source_title="公开文章",

source_url="https://example.org/article",

source_author="示例作者",             license="CC BY-SA 4.0",             license_url="https://creativecommons.org/licenses/by-sa/4.0/",

license="CC BY-SA 4.0",             license_url="https://creativecommons.org/licenses/by-sa/4.0/",             consent_evidence="source page declares CC BY-SA 4.0",

license_url="https://creativecommons.org/licenses/by-sa/4.0/",

missing_ai_evidence.update(             {                 "license_evidence_url": "https://example.org/article#license",

{                 "license_evidence_url": "https://example.org/article#license",                 "ai_evidence": "",

"license_evidence_url": "https://example.org/article#license",

{                 "ai_evidence": "written before generative AI; no model rewrite",                 "license_evidence_url": "https://creativecommons.org/licenses/by-sa/4.0/",

"ai_evidence": "written before generative AI; no model rewrite",                 "license_evidence_url": "https://creativecommons.org/licenses/by-sa/4.0/",             }

"license_evidence_url": "https://creativecommons.org/licenses/by-sa/4.0/",

self.body(),             source_type="open",             source_url="https://example.org/article",

source_type="open",             source_url="https://example.org/article",             source_title="公开文章",

source_url="https://example.org/article",

self.body(),             source_type="open",             source_url="https://example.org/article",

source_type="open",             source_url="https://example.org/article",             source_title="公开文章",

source_url="https://example.org/article",

source_author="示例作者",             license="CC BY 4.0",             license_url="https://creativecommons.org/licenses/by/4.0/",

license="CC BY 4.0",             license_url="https://creativecommons.org/licenses/by/4.0/",             license_evidence_url="https://example.org/article#license",

license_url="https://creativecommons.org/licenses/by/4.0/",

license_evidence_url="https://example.org/article#license",

self.body(),             source_type="open",             source_url="https://example.org/article",

source_type="open",             source_url="https://example.org/article",             source_title="公开文章",

source_url="https://example.org/article",

source_author="",             license="CC BY 4.0",             license_url="https://creativecommons.org/licenses/by/4.0/",

license="CC BY 4.0",             license_url="https://creativecommons.org/licenses/by/4.0/",             license_evidence_url="https://example.org/article#license",

license_url="https://creativecommons.org/licenses/by/4.0/",

license_evidence_url="https://example.org/article#license",

wrong_license_url = dict(missing_author)         wrong_license_url.update({"source_author": "示例作者", "license_url": "https://example.org/license"})

wrong_license_url.update({"source_author": "示例作者", "license_url": "https://example.org/license"})

missing_change_notice = dict(wrong_license_url)         missing_change_notice.update({             "license_url": "https://creativecommons.org/licenses/by/4.0/",

missing_change_notice.update({             "license_url": "https://creativecommons.org/licenses/by/4.0/",             "modifications": "",

"license_url": "https://creativecommons.org/licenses/by/4.0/",

"origin_language": "translated-from-en" if i <= 2 else "zh-original",                 "source_type": "open",                 "source_url": f"https://example.org/article-{i}",

"source_type": "open",                 "source_url": f"https://example.org/article-{i}",                 "source_title": f"公开文章 {i}",

"source_url": f"https://example.org/article-{i}",

"source_author": f"示例作者 {i}",                 "license": "CC BY-SA 4.0",                 "license_url": "https://creativecommons.org/licenses/by-sa/4.0/",

"license": "CC BY-SA 4.0",                 "license_url": "https://creativecommons.org/licenses/by-sa/4.0/",                 "license_evidence_url": f"https://example.org/article-{i}#license",

"license_url": "https://creativecommons.org/licenses/by-sa/4.0/",

"license_evidence_url": f"https://example.org/article-{i}#license",

self.body(),             source_type="open",             source_url="https://zh.wikinews.org/w/index.php?title=Example&oldid=123",

source_type="open",             source_url="https://zh.wikinews.org/w/index.php?title=Example&oldid=123",             source_revision="124",

source_url="https://zh.wikinews.org/w/index.php?title=Example&oldid=123",

source_author="示例作者",             license="CC BY 2.5",             license_url="https://creativecommons.org/licenses/by/2.5/",

license="CC BY 2.5",             license_url="https://creativecommons.org/licenses/by/2.5/",             license_evidence_url="https://zh.wikinews.org/w/index.php?title=Wikinews%3A%E7%89%88%E6%9D%83%E4%BF%A1%E6%81%AF&oldid=262628",

license_url="https://creativecommons.org/licenses/by/2.5/",

license_evidence_url="https://zh.wikinews.org/w/index.php?title=Wikinews%3A%E7%89%88%E6%9D%83%E4%BF%A1%E6%81%AF&oldid=262628",

item["fixed_revision_at"] = "2021-01-01"         item["license_evidence_url"] = "https://zh.wikinews.org/w/index.php?title=Example&oldid=262628"

item["license_evidence_url"] = "https://zh.wikinews.org/w/index.php?title=Example&oldid=262628"

item["license_evidence_url"] = "https://zh.wikinews.org/w/index.php?title=Wikinews%3A%E7%89%88%E6%9D%83%E4%BF%A1%E6%81%AF&oldid=262628"

item["source_revision"] = "abc"         item["source_url"] = "https://zh.wikinews.org/w/index.php?title=Example&oldid=abc"         with self.assertRaisesRegex(hard_metrics.HumanCorpusError, "source_revision 必须是正整数"):

item["source_url"] = "https://zh.wikinews.org/w/index.php?title=Example&oldid=abc"

"era": "historical" if i <= 3 else "modern",                     "origin_language": "translated-from-en" if i <= 2 else "zh-original",                     "source_url": f"https://example.org/article-{i}",

"origin_language": "translated-from-en" if i <= 2 else "zh-original",                     "source_url": f"https://example.org/article-{i}",                     "source_title": f"公开文章 {i}",

"source_url": f"https://example.org/article-{i}",

"source_author": f"示例作者 {i}",                     "license": "CC BY 4.0",                     "license_url": "https://creativecommons.org/licenses/by/4.0/",

"license": "CC BY 4.0",                     "license_url": "https://creativecommons.org/licenses/by/4.0/",                     "license_evidence_url": f"https://example.org/article-{i}#license",

"license_url": "https://creativecommons.org/licenses/by/4.0/",

"license_evidence_url": f"https://example.org/article-{i}#license",

"era": "historical" if i <= 3 else "modern",                     "origin_language": "translated-from-en" if i <= 2 else "zh-original",                     "source_url": f"https://example.org/article-{i}",

"origin_language": "translated-from-en" if i <= 2 else "zh-original",                     "source_url": f"https://example.org/article-{i}",                     "source_title": f"公开文章 {i}",

"source_url": f"https://example.org/article-{i}",

"source_author": f"示例作者 {i}",                     "license": "CC BY 4.0",                     "license_url": "https://creativecommons.org/licenses/by/4.0/",

"license": "CC BY 4.0",                     "license_url": "https://creativecommons.org/licenses/by/4.0/",                     "license_evidence_url": f"https://example.org/article-{i}#license",

"license_url": "https://creativecommons.org/licenses/by/4.0/",

"license_evidence_url": f"https://example.org/article-{i}#license",

Executable file

Executable file

[Credential-related source omitted]

[Credential-related source omitted]

[Credential-related source omitted]

[Credential-related source omitted]

[Credential-related source omitted]

#!/usr/bin/env python3

svg = f'''<svg xmlns="http://www.w3.org/2000/svg" width="1200" height="390" viewBox="0 0 1200 390" role="img" aria-label="说人话 star 增长曲线：开源 {span} 天，0 到 {total} stars，数据截至 {today}">

Executable file

def test_empty_and_nonlocal_targets_are_ignored(self):         for target in ("", " \t", "<>", "#part", "?query", "//example.com/a",                        "https://example.com", "MAILTO:a@example.com", "git+ssh:x",

for target in ("", " \t", "<>", "#part", "?query", "//example.com/a",                        "https://example.com", "MAILTO:a@example.com", "git+ssh:x",                        "custom.scheme-1:value", "C:/file.md", "&#35;part"):

"https://example.com", "MAILTO:a@example.com", "git+ssh:x",

Executable file

(self.root / "references").mkdir()         (self.root / "SKILL.md").write_text("# Skill\n[说明](references/guide.md)\n")         (self.root / "references/guide.md").write_text("[返回](../SKILL.md)\n[官网](https://example.com/x)\n")

(self.root / "SKILL.md").write_text("# Skill\n[说明](references/guide.md)\n")         (self.root / "references/guide.md").write_text("[返回](../SKILL.md)\n[官网](https://example.com/x)\n")         self.files = ["SKILL.md", "references/guide.md"]

(self.root / "references/guide.md").write_text("[返回](../SKILL.md)\n[官网](https://example.com/x)\n")

check_repo.check_counts(issues)                 self.assertEqual(issues, [])                 (root / "README.md").write_text('![Benchmark](https://img.shields.io/badge/benchmark-99%20cases-blue)')

self.assertEqual(issues, [])                 (root / "README.md").write_text('![Benchmark](https://img.shields.io/badge/benchmark-99%20cases-blue)')                 check_repo.check_counts(issues)

(root / "README.md").write_text('![Benchmark](https://img.shields.io/badge/benchmark-99%20cases-blue)')

{"id":"HUMAN-01","path":"evals/human-corpus/HUMAN-01.txt","scene":"status","genre":"public-year-in-review","era":"modern","origin_language":"zh-original","author_group":"wikinews-taiwan-review","source_type":"open","source_url":"https://zh.

{"id":"HUMAN-02","path":"evals/human-corpus/HUMAN-02.txt","scene":"status","genre":"public-year-in-review","era":"modern","origin_language":"zh-original","author_group":"wikinews-hongkong-review","source_type":"open","source_url":"https://z

{"id":"HUMAN-03","path":"evals/human-corpus/HUMAN-03.txt","scene":"status","genre":"public-reporting-review","era":"modern","origin_language":"zh-original","author_group":"wikinews-original-reporters","source_type":"open","source_url":"http

{"id":"HUMAN-04","path":"evals/human-corpus/HUMAN-04.txt","scene":"public-writing","genre":"published-interview","era":"modern","origin_language":"translated-from-en","author_group":"william-saturn-kit-wong","source_type":"open","source_url

{"id":"HUMAN-05","path":"evals/human-corpus/HUMAN-05.txt","scene":"public-writing","genre":"published-interview","era":"modern","origin_language":"translated-from-en","author_group":"william-saturn-kit-wong","source_type":"open","source_url

{"id":"HUMAN-06","path":"evals/human-corpus/HUMAN-06.txt","scene":"docs","genre":"formal-petition","era":"historical","origin_language":"zh-original","author_group":"sun-yat-sen","source_type":"open","source_url":"https://zh.wikisource.org/

{"id":"HUMAN-07","path":"evals/human-corpus/HUMAN-07.txt","scene":"docs","genre":"proposal-essay","era":"historical","origin_language":"zh-original","author_group":"hu-shih","source_type":"open","source_url":"https://zh.wikisource.org/w/ind

{"id":"HUMAN-08","path":"evals/human-corpus/HUMAN-08.txt","scene":"docs","genre":"social-analysis-essay","era":"historical","origin_language":"zh-original","author_group":"lu-xun","source_type":"open","source_url":"https://zh.wikisource.org

{"id":"HUMAN-09","path":"evals/human-corpus/HUMAN-09.txt","scene":"docs","genre":"technical-writing-guide","era":"modern","origin_language":"zh-original","author_group":"ruanyf-document-style-guide","source_type":"open","source_url":"https:

{"id":"HUMAN-10","path":"evals/human-corpus/HUMAN-10.txt","scene":"status","genre":"official-project-progress-report","era":"modern","origin_language":"zh-original","author_group":"plct-weekly-contributors","source_type":"open","source_url"

{"id":"HUMAN-01","path":"evals/human-corpus/HUMAN-01.txt","scene":"status","genre":"public-year-in-review","era":"modern","origin_language":"zh-original","representation_role":"proxy","author_group":"author-a","source_type":"open","source_u

- [LINUX DO：我就在这里！不躲！不藏！不逃！不绕，稳稳地接住你](https://linux.do/t/topic/1563454)

- [LINUX DO：我就在这里，稳稳地接住你](https://linux.do/t/topic/1568563)

- [LINUX DO：受不了gpt5.4了，“我不瞎猜，如果你愿意”](https://linux.do/t/topic/1916263/73)

- [LINUX DO：对于 role play 来说，如何压制 GPT-5 味道？](https://linux.do/t/topic/1658788)

- [V2EX：用 GPT 5.4 写代码 它的回复话术和代码 感觉还蛮专业的](https://s.v2ex.com/t/1196468)

- [V2EX：gpt 为什么这么喜欢画图](https://www.v2ex.com/t/1151932)

- 写平实小测每篇只跑一次，样本是 3 篇宣传文本和 1 篇新闻，属于可行性测试，不是大范围验收。 - 这个模式只处理夸饰，不处理黑话。较长文章里黑话清理偏少，仍是已知缺口，见 [#16](https://github.com/MrGeDiao/shuorenhua/issues/16)。

- 这个模式只处理夸饰，不处理黑话。较长文章里黑话清理偏少，仍是已知缺口，见 [#16](https://github.com/MrGeDiao/shuorenhua/issues/16)。

可以使用现有的[说人话 GPT](https://chatgpt.com/g/g-6a5829b1163481919e1e45851f6bc709-shuo-ren-hua)。它的线上版本与仓库版本分开维护。

1. 打开 [GPT Editor](https://chatgpt.com/gpts/editor)，新建 GPT。

这种根目录单 SKILL 插件布局要求 Claude Code v2.1.142 或以上，见[官方插件说明](https://code.claude.com/docs/en/plugins-reference)。本地候选已在 Claude Code 2.1.268 上用隔离的 `CLAUDE_CONFIG_DIR` 完成 `marketplace add` → `plugin install` → `plugin details` → `plugin uninstall` 验