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Val1813/Docstringexpert — measured AI agent skill | DecimalAI

val1813/DocstringExpert

NewSkillScoreMaintained

- 默认用Google风格docstring，项目已有NumPy风格则跟随

Documentationby val1813

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Coding pack

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

pip install decimalai

2 · Get the skill — writes .claude/skills/val1813-docstringexpert/SKILL.md

decimalai skills pull val1813-docstringexpert --out .claude/skills/

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

curl -fsSL --create-dirs -o .claude/skills/val1813-docstringexpert/SKILL.md https://app.decimal.ai/s/val1813-docstringexpert/SKILL.md

Raw file: /s/val1813-docstringexpert/SKILL.md ↗ · machine-readable summary at /s/val1813-docstringexpert.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 2h ago

Yes — +14% lift-12% tokens0% turns91% of whole cases pass with skill (20/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-02	✗→✓	▲ Improved	232%	0%
case-05	✗→✓	▲ Improved	-8%	0%
case-21	✗→✓	▲ Improved	34%	0%
case-15	✓→✓	＝ Same ✓	-32%	0%
case-03	✓→✓	＝ Same ✓	12%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

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

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

val1813 / kwcode

kaiwu/builtin_experts/docstring/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Skill contents

SKILL.md

领域知识

默认用Google风格docstring，项目已有NumPy风格则跟随
一行摘要用祈使句（"计算xxx"而非"这个函数计算xxx"）
Args段：每个参数一行，格式 name (type): 描述
Returns段：写明类型和含义，多返回值用tuple说明各元素
Raises段：只列主动raise的异常，不列底层传播的
示例（Examples）：给出可直接运行的doctest片段
类docstring写在class行下方，描述职责而非实现
中文项目用中文写docstring，英文项目用英文，混合项目跟随已有风格
私有方法（_前缀）可省略docstring，公开API必须有
装饰器不影响docstring位置，始终写在def下一行

经验规则（自动生成）

Want to see if val1813/DocstringExpert would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.