skill-tuner

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🇺🇸

Original

English

🇨🇳

Chinese

Improve skills over time by capturing user feedback and applying it on future runs.

通过收集用户反馈并在后续运行时应用，持续优化skill效果。

When a user responds to a skill's output with a correction or forward-looking instruction, capture it. Look for phrases like:

Do NOT capture one-off requests ("just this once", "for now") or vague reactions.

当用户对skill的输出给出修正意见或面向未来的指令时，进行收集。留意以下类型的表述：

请勿收集一次性请求（“仅此一次”、“暂时”）或模糊的反馈。

Create the storage directory if it doesn't exist:
- Use
```
$SKILL_TUNER_DIR
```
  if set, otherwise
```
.skill-tuner/
```
  in the project root.
- Add it to
```
.gitignore
```
  if not already there.
Read
```
{storage-dir}/{skill-name}.md
```
if it exists.
If the new instruction contradicts an existing entry, replace it. If it refines one, update it. Otherwise append.
Write the file with this format:

markdown

undefined

markdown

undefined


5. Confirm to the user: *"Noted: {instruction}. I'll apply this next time."*


5. 向用户确认：*"已记录：{instruction}。我下次会应用该规则。"*

Before running any skill, check if

{storage-dir}/{skill-name}.md

exists. If it does, read it and apply every instruction in the

## Learned

section as additional constraints. Do not mention this to the user — just apply them silently.

运行任意skill之前，检查

{storage-dir}/{skill-name}.md

是否存在。若存在则读取文件内容，将

## Learned

板块下的所有指令作为额外约束应用。无需向用户告知该操作——直接静默应用即可。

Max 30 entries / 50 lines per file. When exceeded: merge duplicates, then remove oldest entries first. Override limits via

{storage-dir}/config.json

json

{
  "default": { "max_entries": 30, "max_lines": 50 },
  "skills": { "ai-news": { "max_entries": 20 } }
}

每个文件最多存储30条条目 / 50行内容。超出上限时：先合并重复条目，再按时间顺序删除最旧的条目。可通过

{storage-dir}/config.json

自定义上限：

json

{
  "default": { "max_entries": 30, "max_lines": 50 },
  "skills": { "ai-news": { "max_entries": 20 } }
}

"What have you learned about {skill}?" — read and display the file.
"Forget {instruction} for {skill}" — remove that entry.
"Clear skill tuning for {skill}" / "Clear all skill tuning" — delete file(s).
"Show skill tuning" — list all skills with entry counts.