Agent skill

Exp Reflect

by HHU3637kr in HHU3637kr/skills

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…

No licenceAuto-check passedAgent Workflows

Install Exp Reflect

skills CLI
$ npx skills add HHU3637kr/skills --skill exp-reflect -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install HHU3637kr/skills exp-reflect --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/HHU3637kr/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/exp-reflect .claude/skills/exp-reflect && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
exp-reflect
GitHub stars
145
Token cost
~2.3k tokens
SKILL.md length
233 words
Files
1
Skills in repo
37
Repo updated
First seen
Licence
None found

At a glance

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…

  • Works in 5 steps: 经验记忆:困境-策略对 → 按权重分流(重大→exp-write /… → 知识记忆:项目理解、技术调研 → exp-write 写入… → 程序记忆:可复用的多步骤 SOP → 创建 sop-xxx Skill → …
  • Tasks that involve Operations and SOPs
  • SKILL.md covers 运行契约, 概述, 触发场景 and 核心原则, plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Exp Reflect is an agent skill from HHU3637kr/skills. 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。

Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows, covering Operations and SOPs and Skill authoring.

When your agent uses it

  • Tasks that involve Operations and SOPs
  • Tasks that involve Skill authoring

Example prompts

  • “/exp-reflect”

Requirements

  • Pre-approved tools (allowed-tools): Read, Write, Edit, Glob, Grep

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  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/

What it can do on your machine

Read from SKILL.md and the folder at commit a2cccf6. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Glob
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Exp Reflect loads about 2.3k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 233 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~2.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 233 words (~2,267 tokens).

“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。”

— opening of SKILL.md by HHU3637kr
name
exp-reflect
allowed-tools
Read, Write, Edit, Glob, Grep
disable-model-invocation
true

Read the full SKILL.md on GitHub

Files

Just SKILL.md in exp-reflect of HHU3637kr/skills.

Open the folder on GitHubat commit a2cccf6

Compare with similar skills

Exp Reflect next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Exp Reflect compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Exp Reflect this skillHHU3637kr/skills145—~2.3kAutomated safety check: PassNone
Skill Creatorkid0317/crewai_mas_demo165—~1.6kAutomated safety check: PassApache-2.0
Agent Creatorjdforsythe/forge151—~4.5kAutomated safety check: PassMIT
Writing Skillsed3dai/ed3d-plugins2501 repos~1.3kAutomated safety check: PassNone
Legal Skill Alignmentcat-xierluo/legal-skills720—~3.7kAutomated safety check: PassCC-BY-NC-4.0
Writing Skillssandgardenhq/sgai137—~4.9kAutomated safety check: PassCustom licence

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Questions about Exp Reflect

What does Exp Reflect do?

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…. Exp Reflect is an agent skill from HHU3637kr/skills.

When should I use Exp Reflect?

Exp Reflect fits situations like: tasks that involve Operations and SOPs; tasks that involve Skill authoring.

How do I install Exp Reflect in Claude Code?

Run `npx skills add HHU3637kr/skills --skill exp-reflect -a claude-code`. Or copy the skill folder (exp-reflect in HHU3637kr/skills) into .claude/skills/exp-reflect in your project. Claude Code loads it when a task matches its description.

How do I install Exp Reflect in Codex?

Run `npx skills add HHU3637kr/skills --skill exp-reflect -a codex`. Or copy the skill folder (exp-reflect in HHU3637kr/skills) into .agents/skills/exp-reflect in your project. Codex loads it when a task matches its description.

Can I use Exp Reflect in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add HHU3637kr/skills --skill exp-reflect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/exp-reflect, .gemini/skills/exp-reflect, .github/skills/exp-reflect and .opencode/skills/exp-reflect in your project.

What does Exp Reflect need to run?

SKILL.md names no scripts, command-line tools or credentials: Exp Reflect is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Glob, Grep.

Does Exp Reflect access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Exp Reflect safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Exp Reflect use?

No licence was found for Exp Reflect or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Exp Reflect use?

About 2.3k tokens (SKILL.md is roughly 9.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Exp Reflect?

Skills that share tags, products or a category with Exp Reflect: Skill Creator (kid0317/crewai_mas_demo, 165 stars), Agent Creator (jdforsythe/forge, 151 stars), Writing Skills (ed3dai/ed3d-plugins, 250 stars) and Legal Skill Alignment (cat-xierluo/legal-skills, 720 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Exp Reflect?

HHU3637kr (a GitHub user) maintains it in HHU3637kr/skills, which has 145 GitHub stars. The repository holds 37 skills in this directory. The repository was last updated on September 23, 2026.

Source: HHU3637kr/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.