humanizer-formal skillA

humanizer-formal is agent-read markdown (skill) from jiutianxvanyin/humanizer-formal: 降低商务与学术文本的 AI 生成感,中英文均适用。Removes AI-writing patterns from business and academic prose, in both Chinese and English. 用于审校已写好的报告、备忘录、论文、摘要、执行摘要,或在起草时预防机器腔。当用户要求「去 AI 味」「让文字更像人写的」「润色成正式书面语」「检查这段像不像 AI 写的」,或提交商务、学术文本请求改写时使用。Use when the user asks to humanize, de-slop, or remove the AI tone from a report, memo, paper, abstract, or executive summary. 不适用于随笔、营销文案、社交媒体、创意写作。Not for essays, marketing copy, social media, or creative writing..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add jiutianxvanyin/humanizer-formal/humanizer-formal@git:20260915.1ee7fd5
Exact content
mdr add jiutianxvanyin/humanizer-formal/humanizer-formal@sha256:d3781a54f78d14eb

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_udyc2l7thrivwvt7.svg)](https://markdownregistry.com/a/art_udyc2l7thrivwvt7)

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Versions

versioncommittedcommitsizeaudit
git:20260915.1ee7fd5 latest2026-09-15 1ee7fd5 19,792 BA view · diff
git:20260903.76794712026-09-03 7679471 16,109 BA view · diff
git:20260903.8cd6c6b2026-09-03 8cd6c6b 15,823 BA view · diff
git:20260903.8d38d8b2026-09-03 8d38d8b 15,824 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (19792 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

jiutianxvanyin/humanizer-formal · 7 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_udyc2l7thrivwvt7
GET https://markdownregistry.com/api/v1/resolve?ref=jiutianxvanyin/humanizer-formal/humanizer-formal
GET https://markdownregistry.com/api/v1/blob/d3781a54f78d14eba106dfbd2b5aec0336c64c75a46949f99a032bd09ec1f74c