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Val1813/Springbootexpert — measured AI agent skill | DecimalAI

val1813/SpringBootExpert

NewSkillScoreMaintained

- 分层架构：Controller→Service→Mapper/Repository，每层只依赖下一层

codingby 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-springbootexpert/SKILL.md

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

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

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

Raw file: /s/val1813-springbootexpert/SKILL.md ↗ · machine-readable summary at /s/val1813-springbootexpert.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-11% tokens0% turns95% of whole cases pass with skill (21/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	-12%	0%
case-02	✗→✓	▲ Improved	0%	0%
case-16	✗→✓	▲ Improved	-3%	0%
case-03	✓→✓	＝ Same ✓	-20%	0%
case-04	✓→✓	＝ Same ✓	-10%	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/springboot/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Skill contents

SKILL.md

领域知识

分层架构：Controller→Service→Mapper/Repository，每层只依赖下一层
注解：@RestController处理请求、@Service业务逻辑、@Mapper数据访问、@Configuration配置类
依赖注入：优先构造器注入（不用@Autowired字段注入），便于测试
配置文件：application.yml分环境（dev/test/prod），敏感信息用环境变量${DB_PASSWORD}
AOP切面：@Aspect+@Around做日志/权限/耗时统计，切点表达式精确匹配
异常处理：@ControllerAdvice+@ExceptionHandler全局捕获，返回统一错误格式
Starter自动配置：@ConditionalOnClass/OnProperty控制Bean加载条件
Mapper接口对应XML：接口在java目录，XML在resources/mapper/，namespace全限定名匹配
事务：@Transactional加在Service方法上，只读查询加readOnly=true
启动类：@SpringBootApplication放在根包下，确保组件扫描覆盖所有子包

经验规则（自动生成）

Want to see if val1813/SpringBootExpert 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.