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Wasabeef/切換到專業角色進行分析和工作 | DecimalAI

agent toolingby wasabeef

Wasabeef/切換到專業角色進行分析和工作

wasabeef/切換到專業角色進行分析和工作

Source wasabeef/claude-code-cookbook ↗License Not recorded

切換到專業角色進行分析和工作。「切換角色」「作為安全專家」「作為架構師」等觸發。

SkillScore50Maintained

Automatic

Coding pack

Last verified 8/16/2026

What it changes

Passed 11 of 21 test cases with the skill, and 6 of 21 without it.

Without skill27%

With skill50%

Checks it passed that the model alone missed

The response executes the `/role-help` command.
The response switches role using `/role mobile`.
The response switches role using `/role backend`.

and 3 more in the full report

5 fixed6 passed either way11 still failing0 broke

Pass-rate lift: +23 pp
Tokens: +149%
Agent turns: 0%
Response time: -9%

Model gemini-3.6-flashMeasured 8/16/2026v111 of 22 cases passed with skill · 21 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/wasabeef-5b2961/SKILL.md https://app.decimal.ai/s/wasabeef-cee658/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add wasabeef-cee658, 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/wasabeef-5b2961/ and pins it in .decimal/skills.lock

decimalai skills add wasabeef-cee658

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

curl -fsSL --create-dirs -o .claude/skills/wasabeef-5b2961/SKILL.md https://app.decimal.ai/s/wasabeef-cee658/SKILL.md

Raw file: /s/wasabeef-cee658/SKILL.md ↗ · machine-readable summary at /s/wasabeef-cee658.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 5

Prompt

Our Express routing handlers directly manipulate raw SQL queries and domain validation logic together. Execute `/role backend` to analyze our server architecture.

What was checked, without and with the skill
Checked	Without skill	With skill
The response switches role using `/role backend`.	Missed	Passed
The response references Clean Architecture or Domain-Driven Design concepts.	Passed	Passed

case-09 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md367 linessingle file

切換到專業角色進行分析和工作

切換到特定角色 (role)，執行專業分析或工作。

使用方法

/role <角色名> [--agent|-a]

選項

--agent 或 -a : 作為子代理独立執行 (推薦用于大規模分析)
- 使用此選項時，如果角色的 description 包含自動委托促進短語 (如 "use PROACTIVELY" 等)，將啟用更积极的自動委托

可用角色

專業分析角色 (Evidence-First 集成)

security : 安全審計專家 (OWASP Top 10·威脅建模·Zero Trust 原則·CVE 對照)
performance : 性能優化專家 (Core Web Vitals·RAIL 模型·漸進式優化·ROI 分析)
analyzer : 根本原因分析專家 (5 Whys·系統思維·假設驅動·認知偏差對策)
frontend : 前端·UI/UX 專家 (WCAG 2.1·設計系統·使用者中心設計)
mobile : 移動開發專家 (iOS HIG·Android Material Design·跨平台策略)
backend : 後端與伺服器端專家 (RESTful 設計·可擴展性·資料庫最佳化)

開發支援角色

reviewer : 程式碼審查專家 (可讀性·可維護性·性能·重構建議)
architect : 系統架構師 (Evidence-First 設計·MECE 分析·演進式架構)
qa : 測試工程師 (測試覆蓋率·E2E/整合/單元策略·自動化建議)

基本示例

# 切換到安全審計模式 (常規)
/role security
"檢查這個項目的安全漏洞"

# 使用子代理執行安全審計 (大規模分析)

Track record

Benchmark

11 / 21

test cases passed, vs 6 / 21 without

Adoption

Users: 0
Times used: 0

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

wasabeef / claude-code-cookbook

plugins/zh-tw/skills/role/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.