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Skill Change Verification

Community
naodeng
skill-change-verification

Use this skill when selecting and reporting verification for Skill changes; triggers include Skill 变更验证、质量门禁、evidence level。

Overview

Publishernaodeng
Repositoryawesome-qa-skills
Skill nameskill-change-verification
Stars
279
Forks
36
Bundled files
6
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 6 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by naodeng on GitHub. Read the source before you install it.

Installation

Install the Skill Change Verification AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/naodeng/awesome-qa-skills/tree/main/evidence/skill-quality/2026-10-03-codex-pilot/reproduction/packages/skill-change-verification-zh
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/naodeng/awesome-qa-skills.git /tmp/awesome-qa-skills
mkdir -p .claude/skills
cp -r /tmp/awesome-qa-skills/evidence/skill-quality/2026-10-03-codex-pilot/reproduction/packages/skill-change-verification-zh .claude/skills/skill-change-verification
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Skill Change Verification in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Skill Change Verification on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Skill Change Verification is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Skill 变更验证

何时使用

需要根据变更范围选择最小但足够的检查,并准确说明证据能支持什么结论时使用。

执行流程

  1. 将变更分为内容、元数据/目录、脚本、Evals 和运行时影响。
  2. 选择对应的静态、结构、评测、运行时和人工审查证据。
  3. 记录已执行命令、结果、未执行项目及原因。
  4. 输出残余风险,以及“可以声称/不能声称”的结论边界。

核心约束

  • skill-up validate 不等于运行时语义验证。
  • 不知道项目命令时标记待确认,不得猜测。
  • 验证范围必须覆盖实际变更,不因运行全量检查而隐藏缺口。

按需加载

产出前阅读 prompts/skill-change-verification.md;需要评测时阅读 evals/。

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Skill Change Verification AI skill do?

Use this skill when selecting and reporting verification for Skill changes; triggers include Skill 变更验证、质量门禁、evidence level。

Why use Skill Change Verification on TypingMind?

Because you install it once and use it with any model. Skill Change Verification is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Skill Change Verification in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/naodeng/awesome-qa-skills/tree/main/evidence/skill-quality/2026-10-03-codex-pilot/reproduction/packages/skill-change-verification-zh. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Skill Change Verification?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Skill Change Verification?

As many as you like. As long as a model supports skills, you can use Skill Change Verification with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Skill Change Verification AI skill free?

It is published on GitHub by naodeng. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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