Agent skill

Interactive Human Review

by cafe3310 in cafe3310/public-agent-skills

大范围变更后的互动式人类 review 流程,通过渐进式 checklist 与问答交互确保人类深度理解会话改动. An agent skill from cafe3310/public-agent-skills.

Apache-2.0Auto-check passed

Install Interactive Human Review

skills CLI
$ npx skills add cafe3310/public-agent-skills --skill interactive-human-review -a claude-code

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

GitHub CLI
$ gh skill install cafe3310/public-agent-skills interactive-human-review --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/cafe3310/public-agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/interactive-human-review .claude/skills/interactive-human-review && 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
interactive-human-review
GitHub stars
255
Token cost
~300 tokens
SKILL.md length
62 words
Files
2
Skills in repo
29
Repo updated
First seen
Licence
Apache-2.0

At a glance

大范围变更后的互动式人类 review 流程,通过渐进式 checklist 与问答交互确保人类深度理解会话改动. An agent skill from cafe3310/public-agent-skills.

  • Works in 3 steps: 概述 → 工作流 → 基本原则
  • SKILL.md covers 1. 概述, 2. 工作流 and 3. 基本原则
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Interactive Human Review is an agent skill from cafe3310/public-agent-skills. 大范围变更后的互动式人类 review 流程,通过渐进式 checklist 与问答交互确保人类深度理解会话改动

Its SKILL.md is about 300 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `resources/understanding_checklist_template.md`).

The repository describes itself as: personal agent skills for better QoL. The licence is Apache-2.0.

Example prompts

  • “/interactive-human-review”

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. 概述
  2. 工作流
  3. 基本原则

What it can do on your machine

Read from SKILL.md and the folder at commit 6c45501. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    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

Interactive Human Review loads about 300 tokens when it runs. Until then it costs about 20 tokens; SKILL.md has 62 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~20
When it runs · the whole SKILL.md, loaded when a task matches
~300

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

The full file from cafe3310/public-agent-skills at commit 6c45501, republished under its Apache-2.0 licence (© cafe3310). 62 words, ~300 tokens.

Download SKILL.mdSave it as .claude/skills/interactive-human-review/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
interactive-human-review
description
大范围变更后的互动式人类 review 流程,通过渐进式 checklist 与问答交互确保人类深度理解会话改动
license
Apache-2.0
author
github/cafe3310

Skill: interactive-human-review

1. 概述

本 Skill 旨在解决大范围修改后,人类难以完整掌握变更细节和原因的问题;也可用于初次 Review 大量内容时,帮助人类逐步消化和理解。 Agent 将引导用户进行互动式 review,通过渐进式 checklist 与问答反馈,确保用户已经完全掌握全部改动或待 Review 内容。

2. 工作流

  1. 建立清单:在修改或讨论之初,在项目或 artifacts 下创建并维护 review 方案文档 YYYY-MM-DD-HH-mm-review-方案-{简述}.md(模板见 Checklist 模板),作为本次任务的进度跟踪工具。必须在文档建立之初完整探索变更范围或 review 范围,确保范围不遗漏。
  2. 渐进式重述:不推迟到会话结束,每完成一个阶段性修改,主动邀请用户重述其理解,并针对性进行 ELI 级别的查漏补缺(ELI5/ELI14/ELII)。
  3. 互动式测验:基于 Checklist 中的要点,使用 AskUserQuestion 工具发起开放式或多选题。
    • 注意:随机打乱选项,且提交前不可泄露答案。
    • 在必要时,直接展示代码行(例如 [filename.py:L10-20](file://...))或引导用户使用调试器。
  4. 全部完成后再退出:用户完全掌握清单上的所有内容并顺利通过测验前,会话目标不判定为完成(/goal 条件)。

3. 基本原则

  • 深挖 Why:除了 "What" 和 "How" 之外,多问几个 "Why"。
  • 用户先行:先让用户重述,暴露认知盲区后再针对性解释。
  • 保护答案:在用户回答前,绝不在 Thought 或回复中剧透测验答案。
  • 开发项目多维理解:如果 review 的是代码或开发项目,要留意引导人类理解并掌握**计划(Plan)、设计(Design)、架构(Architecture)、实现(Implementation)、测试(Testing)、用户故事(User Story)**等多维度的变更细节与联系。

© cafe3310, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in skills/interactive-human-review of cafe3310/public-agent-skills.

  • SKILL.md
  • resources/understanding_checklist_template.md

Open the folder on GitHubat commit 6c45501

Compare with similar skills

Interactive Human Review 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.

Interactive Human Review compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Interactive Human Review this skillcafe3310/public-agent-skills255—~300Automated safety check: PassApache-2.0
Interactivewecode-ai/Wegent868—~1.4kAutomated safety check: PassApache-2.0
Remotion Interactivityremotion-dev/remotion62k5 repos~4.8kAutomated safety check: PassCustom licence
Firecrawl Interact Integrationfirecrawl/firecrawl190k1 repos~731Automated safety check: PassISC
Interaction To Next Paintthedaviddias/Front-End-Checklist74k—~441Automated safety check: PassMIT
Create Issue Interaction UIpaperclipai/paperclip99k—~3.4kAutomated safety check: PassMIT

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Questions about Interactive Human Review

What does Interactive Human Review do?

大范围变更后的互动式人类 review 流程,通过渐进式 checklist 与问答交互确保人类深度理解会话改动. An agent skill from cafe3310/public-agent-skills. Interactive Human Review is an agent skill from cafe3310/public-agent-skills.

How do I install Interactive Human Review in Claude Code?

Run `npx skills add cafe3310/public-agent-skills --skill interactive-human-review -a claude-code`. Or copy the skill folder (skills/interactive-human-review in cafe3310/public-agent-skills) into .claude/skills/interactive-human-review in your project. Claude Code loads it when a task matches its description.

How do I install Interactive Human Review in Codex?

Run `npx skills add cafe3310/public-agent-skills --skill interactive-human-review -a codex`. Or copy the skill folder (skills/interactive-human-review in cafe3310/public-agent-skills) into .agents/skills/interactive-human-review in your project. Codex loads it when a task matches its description.

Can I use Interactive Human Review 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 cafe3310/public-agent-skills --skill interactive-human-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/interactive-human-review, .gemini/skills/interactive-human-review, .github/skills/interactive-human-review and .opencode/skills/interactive-human-review in your project.

What does Interactive Human Review need to run?

SKILL.md names no scripts, command-line tools or credentials: Interactive Human Review is instructions for the agent only.

Does Interactive Human Review 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 Interactive Human Review 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 Interactive Human Review use?

Interactive Human Review is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Interactive Human Review use?

About 300 tokens (SKILL.md is roughly 1.2k 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 Interactive Human Review?

Skills that share tags, products or a category with Interactive Human Review: Interactive (wecode-ai/Wegent, 868 stars), Remotion Interactivity (remotion-dev/remotion, 62k stars), Firecrawl Interact Integration (firecrawl/firecrawl, 190k stars) and Interaction To Next Paint (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Interactive Human Review?

cafe3310 (a GitHub user) maintains it in cafe3310/public-agent-skills, which has 255 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on June 26, 2026.

Source: cafe3310/public-agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.