skills
anthropics
Public repository for Agent Skills
MrGeDiao/shuorenhua
shuorenhua is a tool for DeepSeek Harness. Plain talk | Chinese-first de-AI-tone rewrite skill: keeps facts, adapts to context, ready to send. Chinese-first rewrite skill for Codex / Claude Code / Cursor / ChatGPT — removes AI tone, preserves facts.

REVIEW SCORECARD
✓ No risk detected · Automated scan results are for reference only, not an official endorsement
AI DEEP REVIEW
Well-documented Chinese anti-AI-tone rewrite skill with a real eval harness and active maintenance; worth installing.
README documents a 120-case benchmark, blind eval set, hard-metrics validation script (automation/eval/hard_metrics.py), and L1-L3 acceptance gates, indicating real engineering rigor.
No download-and-execute or secret handling is shown; install paths are git clone, npx skills add, and a plugin marketplace command, but no security policy or audit details are given, so a neutral-positive score applies.
It targets a common, concrete pain point (removing AI-sounding Chinese prose while preserving facts) with scene packs for README, release notes, issues, and API docs.
Last updated 2026-09-12, not archived, with versioned eval records (v2.4.0, v2.3.1) and an issue-linked scope discussion showing ongoing iteration.
README covers quick start, rewrite principles with before/after examples, rule tables, scene packs, scope parameters, eval methodology, and per-platform install guides.
Generated by AI after reading the project README — a decision aid, not an endorsement. Neutral scores are given when information is limited.
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Open repositoryPROJECT TOPICS
VALIDATION LADDER
FAQ
Plain talk | Chinese-first de-AI-tone rewrite skill: keeps facts, adapts to context, ready to send. Chinese-first rewrite skill for Codex / Claude Code / Cursor / ChatGPT — removes AI tone, preserves facts.
shuorenhua has 1,565 stars and 73 forks on GitHub, last updated 2026-09-12.
shuorenhua is distributed under the MIT license.
shuorenhua is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.
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