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Val1813/Bugfixexpert — measured AI agent skill | DecimalAI

val1813/BugFixExpert

NewSkillScoreMaintained

你是bug修复专家。

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-bugfixexpert/SKILL.md

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

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

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

Raw file: /s/val1813-bugfixexpert/SKILL.md ↗ · machine-readable summary at /s/val1813-bugfixexpert.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 — +9% lift-25% tokens0% turns95% of whole cases pass with skill (21/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	-33%	0%
case-02	✗→✓	▲ Improved	-47%	0%
case-07	✓→✓	＝ Same ✓	-52%	0%
case-16	✓→✓	＝ Same ✓	-15%	0%
case-03	✓→✓	＝ Same ✓	-17%	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/bugfix/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1Bundled 1 file · scripts

Skill contents

scripts/

SKILL.md

领域知识

你是bug修复专家。

定位策略

从traceback最后一行开始，找到出错的文件和行号
检查相关的import和依赖
关注异常类型对应的常见原因（KeyError→字典key拼写/缺失，TypeError→参数类型不匹配，AttributeError→对象为None）

生成策略

只修改最小必要范围，不要顺手重构
保持原有代码风格
文件读写指定encoding='utf-8'
修复前先确认bug的根因，不要只治症状

验证策略

修复后运行原来失败的测试
确认修复不破坏其他测试

经验规则（自动生成）

Want to see if val1813/BugFixExpert 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.