Ross ROSS = Recommend OSS · open-source software intelligence for agents

MrGeDiao/shuorenhua

说人话|中文优先的去 AI 味改写 skill:保事实、分场景、改完可直接发。Chinese-first rewrite skill for Codex / Claude Code / Cursor / ChatGPT — removes AI tone, preserves facts. observed · 2026-08-28

github.com/MrGeDiao/shuorenhua · homepage · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

81/100

  • Activity 99
  • Release rhythm 98
  • Longevity 11

Flags: young

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: 3
  • age_days: 164
  • days_rel: 12
  • days_push: 7
  • n_releases_24m: 34

Full methodology

Adoption not part of the score

1245 stars · 67 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A Chinese-first rewrite skill that removes AI-generated tone (template phrasing, performative language, translationese) from text while preserving facts like numbers, versions, commands, and attribution. It installs as a skill/plugin into AI coding agents such as Claude Code, Codex, Cursor, and ChatGPT.

Use cases

  • remove AI tone from Chinese text
  • rewrite AI-drafted Chinese release notes naturally
  • clean up AI-sounding README and forum posts
  • rewrite chat updates without losing facts
  • de-slop Chinese long-form writing
  • annotate AI-flavored text without rewriting

When to choose

  • you draft Chinese text with AI and it reads robotic or templated
  • you need fact-preserving rewrites where numbers and claims must survive
  • you use Claude Code, Codex, Cursor, or ChatGPT and want a reusable rewrite skill

When to avoid

  • you need English or non-Chinese text rewriting
  • you want a standalone app rather than an agent skill/prompt
  • you need automated style checking in CI rather than agent-driven rewriting

Facets

plugin · maturity active

prompt-engineering nlp developer-tools developer-tools large-language-models cli cross-platform ai-writing chinese rewriting agent-skill anti-slop text-quality claude-code codex cursor chatgpt natural-language-processing localization

2 sources

Member repositories

RepositoryRoleHealth v2
MrGeDiao/shuorenhuamain81

For agents

markdown · JSON · MCP: product_card(name="MrGeDiao/shuorenhua")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem