exp-reflect SKILL.md skillA

exp-reflect from hhu3637kr/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add hhu3637kr/skills/exp-reflect@git:20260923.a4b35af

Pins git:20260923.a4b35af in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
hhu3637kr/skills
Path
exp-reflect/SKILL.md
Versions recorded
4
Latest version
git:20260923.a4b35af, committed Sep 23, 2026
First version recorded
Apr 30, 2026
Size
17,724 bytes
Repository stars
146
License
none declared

当任务完成、解决困难问题、用户要求总结经验/记录项目理解/更新项目规范,或 spec-end/spec-update 需要从当前 Spec 文档判断是否沉淀经验、知识、SOP、工具记忆、长期项目规范时使用。本 Skill 只做识别 + 分类 + 权重判断 + 草稿 + 用户确认,不落盘写入;内容已经明确、只需写入经验/知识文件并更新索引时直接用 exp-write;程序记忆(SOP)落盘成新 Skill 用 skill-creator。不要用于普通文档摘要、历史记忆检索或已明确内容的直接写入。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# exp-reflect - 经验反思 Skill

## 运行契约

> 把本 Skill 当成一个有边界的反思循环单元:明确读什么、能动什么、怎么算完成、什么时候停、什么时候交还给人。

| 项 | 本 Skill 的约定 |
|----|----------------|
| 输入 | 当前 Spec 目录下的角色产物文档、用户附加提示词、现有记忆索引(查重用) |
| 权限 | 只做"识别 + 分类 + 展示草稿";实际写入交给 exp-write/skill-creator,规范变更需用户确认后再编辑 AGENTS.md/rules |
| 验证 | 按记忆类型分流(经验/知识/SOP/工具/规范),重大经验与轻量经验分开,已做重复检测 |
| 停止 | 不是所有内容都沉淀;常识、一次性操作、已有文档覆盖的内容不记;判定无可沉淀即停止 |
| 升级 | 发现与现有记忆冲突、或规范变更影响面大时,展示差异并交回用户确认,不自行落盘 |

## 概述

基于 MUSE 框架的"反思 → 结构化 → 记忆化"理念,读取当前任务产出的 Spec 文档,提取可沉淀的记忆,并按记忆类型分流到不同存储层。

**记忆类型识别**:
- **困境-策略对**(经验记忆)→ 按权重分流(重大→exp-write 写入 `spec/context/experience/` / 轻量→Auto Memory)
- **项目理解**(知识记忆)→ exp-write 写入 `spec/context/knowledge/`(架构、数据流、模块分析)
- **技术调研**(知识记忆)→ exp-write 写入 `spec/context/knowledge/`(框架对比、选型分析)
- **程序记忆**(SOP)→ 创建 `sop-xxx` Skill
- **工具记忆**→ 更新 Skill 末尾
- **项目规范/规则记忆**→ 更新薄入口 `AGENTS.md` 或 `.agents/rules/*.md`

**可沉淀的记忆类型**:
1. **经验记忆**:困境-策略对 → 按权重分流(重大→exp-write / 轻量→Auto Memory)
2. **知识记忆**:项目理解、技术调研 → exp-write 写入 `spec/context/knowledge/`
3. **程序记忆**:可复用的多步骤 SOP → 创建 `sop-xxx` Skill
4. **工具记忆**:Skill 执行后的固定后续动作 → 更新 Skill 末尾
5. **项目规范/规则记忆**:长期项目约束与项目偏好 → 更新薄入口 AGENTS.md 或 .agents/rules/

## 触发场景

- 任务完成后,自动提示反思
- 解决了困难问题后
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add hhu3637kr/skills/exp-reflect@sha256:c23c6c512b81183d

The line at the top of this page pins the label git:20260923.a4b35af, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_dby6yb7wos6mwttu.svg)](https://markdownregistry.com/a/art_dby6yb7wos6mwttu)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Apr 30, 2026 and Sep 23, 2026, about one every 49 days.

versioncommittedcommitsizeaudit
git:20260923.a4b35af latest2026-09-23 a4b35af 17,724 BA view · diff
git:20260808.cc3dbc12026-08-08 cc3dbc1 17,481 BA view · diff
git:20260622.71b252e2026-06-22 71b252e 16,298 BA view · diff
git:20260430.b8d5fbd2026-04-30 b8d5fbd 15,375 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (17724 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

hhu3637kr/skills · 146 stars · license none declared · pushed 2026-10-19 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_dby6yb7wos6mwttu
GET https://markdownregistry.com/api/v1/resolve?ref=hhu3637kr/skills/exp-reflect
GET https://markdownregistry.com/api/v1/blob/c23c6c512b81183da523d62150fdabb65ddc3a2bd2b241ebf2e62aca516c69f3

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from hhu3637kr/skills

AGENTS.md AGENTS.md file
hhu3637kr/skills · AGENTS.md
git:20260908.b554d33 · audit A · 146 stars
CLAUDE.md CLAUDE.md file
hhu3637kr/skills · CLAUDE.md
git:20260809.5529781 · audit A · 146 stars
android-native-dev SKILL.md skill
hhu3637kr/skills · android-native-dev/SKILL.md · Use when the user is developing, reviewing, or troubleshooting a native Android app, especially Kotlin/Compose…
v1.0.0 · audit A · 146 stars
book2skill SKILL.md skill
hhu3637kr/skills · cangjie-skill/SKILL.md · Distill a book into a coherent set of executable skills. Use when the user asks to "拆书" / "蒸馏一本书" / "把 XX 书做成 skill" /…
git:20260616.4e81a9c · audit A · 146 stars
darwin-skill SKILL.md skill
hhu3637kr/skills · darwin-skill/SKILL.md · Darwin Skill (达尔文.skill): autonomous skill optimizer inspired by Karpathy's autoresearch. Evaluates SKILL.md files…
git:20260616.4e81a9c · audit A · 146 stars
exp-search SKILL.md skill
hhu3637kr/skills · exp-search/SKILL.md · 经验检索 Skill,根据关键词搜索项目历史记忆(经验记忆+知识记忆+程序记忆SOP+工具记忆+Auto Memory只读)。触发场景:开始复杂任务前、遇到问题时、需要查找历史解决方案、查找项目理解文档。
git:20260808.cc3dbc1 · audit A · 146 stars
exp-write SKILL.md skill
hhu3637kr/skills · exp-write/SKILL.md · 记忆写入 Skill,将重大经验写入 spec/context/experience/ 或知识记忆写入 spec/context/knowledge/,并更新对应索引(不写 MEMORY.md)。触发场景:`/exp-write…
git:20260923.a4b35af · audit A · 146 stars
find-skills SKILL.md skill
hhu3637kr/skills · find-skills/SKILL.md · Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is…
git:20260622.71b252e · audit A · 146 stars
frontend-dev SKILL.md skill
hhu3637kr/skills · frontend-dev/SKILL.md · Use when the user asks to build a polished web UI or frontend experience: landing pages, marketing/product sites…
v1.0.0 · audit A · 146 stars
fullstack-dev SKILL.md skill
hhu3637kr/skills · fullstack-dev/SKILL.md · Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app…
v1.0.0 · audit A · 146 stars
gif-sticker-maker SKILL.md skill
hhu3637kr/skills · gif-sticker-maker/SKILL.md · Convert photos (people, pets, objects, logos) into 4 animated GIF stickers with captions. Use when: user wants to…
v1.2 · audit A · 146 stars
git-work SKILL.md skill
hhu3637kr/skills · git-work/SKILL.md · 当 spec-start 需要为新 Spec 创建 GitHub Flow 工作分支,spec-update 需要复用/校验当前 Spec 分支,或 spec-end/spec-update 需要提交、推送、创建…
git:20260908.d32431c · audit A · 146 stars

Every file in hhu3637kr/skills

Browse by kind, by grade A, or by owner.