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Git提交与反思报告技能 (Commit with Reflection) · foryourhealth111-pixel | DecimalAI

documentationby foryourhealth111-pixel

Git提交与反思报告技能 (Commit with Reflection)

foryourhealth111-pixel/commit-with-reflection

Source foryourhealth111-pixel/vibe-skills ↗License Apache-2.0

Git提交与调试反思报告生成技能。用于分析开发过程中的错误、调试步骤和解决方案,生成结构化的中文反思报告,并创建包含报告引用的Git提交。显式请求词:反思提交、智能提交、生成调试报告、commit with reflection。

SkillScore73Maintained

Automatic

Coding pack

Last verified 8/13/2026

What it changes

Passed 14 of 19 test cases with the skill, and 4 of 19 without it.

Without skill23%

With skill73%

Checks it passed that the model alone missed

The commit type designated is bugfix.
The unified template section count is 12.
The command includes iconv -f GBK -t UTF-8.

and 13 more in the full report

13 fixed3 passed either way4 still failing2 broke

Pass-rate lift: +50 pp
Tokens: +479%
Agent turns: 0%
Response time: -52%

Model gemini-3.6-flashMeasured 8/13/2026v116 of 22 cases passed with skill · 19 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/foryourhealth111-pixel-commit-with-reflection/SKILL.md https://app.decimal.ai/s/foryourhealth111-pixel-commit-with-reflection/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add foryourhealth111-pixel-commit-with-reflection, 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/foryourhealth111-pixel-commit-with-reflection/ and pins it in .decimal/skills.lock

decimalai skills add foryourhealth111-pixel-commit-with-reflection

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

curl -fsSL --create-dirs -o .claude/skills/foryourhealth111-pixel-commit-with-reflection/SKILL.md https://app.decimal.ai/s/foryourhealth111-pixel-commit-with-reflection/SKILL.md

Raw file: /s/foryourhealth111-pixel-commit-with-reflection/SKILL.md ↗ · machine-readable summary at /s/foryourhealth111-pixel-commit-with-reflection.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 13

Prompt

If the current session context contains fixed runtime exceptions and diff contains bug fixes, what commit type identifier is assigned?

What was checked, without and with the skill
Checked	Without skill	With skill
The commit type designated is bugfix.	Missed	Passed

case-10 · gemini-3.6-flash · 8/13/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md828 lines6 filesincludes scripts

Git提交与反思报告技能 (Commit with Reflection)

自动化Git提交并生成深度调试反思报告的技能。将AI编码过程中的错误、调试经验和解决方案转化为结构化的知识文档,保存在GitHub仓库中供长期参考和学习。

何时使用此技能 (When to Use)

在以下情况下使用此技能:

用户说:"反思提交"、"智能提交"、"生成调试报告"
用户说:"commit with reflection"、"reflective commit"
完成了包含多次调试迭代的功能开发
修复了复杂的bug并希望记录解决过程
重构代码时遇到并解决了架构问题
希望将本次开发经验转化为可复用的知识

相关信号（用于人工判断或路由参考）:

检测到会话中出现了错误消息
对同一文件进行了3次以上的修改迭代
Git diff显示添加了调试相关代码(console.log, try-catch等)

不适用场景 (Not For)

此技能不适用于:

简单的文字修改或格式调整(无错误发生)
仅添加注释或文档的提交
初始化项目或添加依赖包
用户明确要求"简单提交"或"快速提交"

必需输入:

至少有一个修改过的文件(git status显示变更)
会话中包含开发过程的上下文(如果无错误,会询问是否仍要生成报告)

快速参考 (Quick Reference)

核心工作流

阶段1: 上下文收集

# 获取Git状态

Track record

Benchmark

14 / 19

test cases passed, vs 4 / 19 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

foryourhealth111-pixel / vibe-skills

bundled/skills/commit-with-reflection/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1Bundled 5 files · scripts

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

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See it in action

What's inside

Git提交与反思报告技能 (Commit with Reflection)

何时使用此技能 (When to Use)

不适用场景 (Not For)

快速参考 (Quick Reference)

核心工作流

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills