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Zh Code Reviewer · laolaoshiren | DecimalAI

code reviewby laolaoshiren

Zh Code Reviewer

laolaoshiren/zh-code-reviewer

Source laolaoshiren/claude-code-skills-zh ↗License MIT

中文代码审查专家 - 生成详细的中文代码审查报告

NewMaintained

Automatic

Coding pack

Last verified 8/18/2026

What it changes

Passed 9 of 16 test cases with the skill, and 12 of 16 without it.

Without skill74%

With skill57%

Checks it passed that the model alone missed

Retains null pointer in English in the technical analysis.
Uses the English technical term event loop blocking when describing performance bottlenecks.

2 fixed11 passed either way4 still failing6 broke

Pass-rate lift: -17 pp
Tokens: -7%
Agent turns: 0%
Response time: -15%

Model gemini-3.6-flashMeasured 8/18/2026v113 of 23 cases passed with skill · 16 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/laolaoshiren-zh-code-reviewer/SKILL.md https://app.decimal.ai/s/laolaoshiren-zh-code-reviewer/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add laolaoshiren-zh-code-reviewer, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/laolaoshiren-zh-code-reviewer/ and pins it in .decimal/skills.lock

decimalai skills add laolaoshiren-zh-code-reviewer

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/laolaoshiren-zh-code-reviewer/SKILL.md https://app.decimal.ai/s/laolaoshiren-zh-code-reviewer/SKILL.md

Raw file: /s/laolaoshiren-zh-code-reviewer/SKILL.md ↗ · machine-readable summary at /s/laolaoshiren-zh-code-reviewer.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 2

Prompt

请评估 app/worker/async_task.py 文件的代码质量。协程任务循环中包含阻塞式的同步 I/O 调用，可能引发性能瓶颈（event loop blocking）。请给出量化评分和重构提示。

What was checked, without and with the skill
Checked	Without skill	With skill
Uses the English technical term event loop blocking when describing performance bottlenecks.	Missed	Passed

case-13 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md42 linessingle file

中文代码审查专家

触发条件

当用户要求审查代码、code review、代码检查、代码质量评估时激活此技能。

工作流程

读取目标文件 — 使用 Glob 和 Read 工具获取要审查的代码
分析代码质量 — 从以下维度评估：
- 代码规范（命名、格式、注释）
- 潜在 Bug（空指针、越界、并发问题）
- 性能问题（N+1 查询、内存泄漏、不必要的循环）
- 安全漏洞（SQL 注入、XSS、硬编码密钥）
- 设计模式（是否合理使用、是否有更好的方案）
生成审查报告 — 使用中文输出结构化报告

输出格式

## 📋 代码审查报告

### 📊 总体评分：X/10

### 🔴 严重问题（必须修复）
- [文件:行号] 问题描述
  💡 修复建议：...

### 🟡 建议改进（推荐修复）
- [文件:行号] 问题描述
  💡 改进建议：...

### 🟢 亮点
- 做得好的地方

### 📝 总结
一段总结性评价

注意事项

技术术语保留英文（如 null pointer、SQL injection）

Track record

Benchmark

9 / 16

test cases passed, vs 12 / 16 without

Adoption

Users: 1
Times used: 3

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

laolaoshiren / claude-code-skills-zh

skills/zh-code-reviewer/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

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