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Clarify

Organization
instructa
clarify

Turn complex, technical, ambiguous, or verbose material into clear language without losing important detail. Use when the user asks to simplify an answer, identify what matters, compare options, recommend an action, or make the next step explicit.

Overview

Publisherinstructa
Repositoryagent-skills
Skill nameclarify
Stars
141
Forks
16
Bundled files
Instructions only
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.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

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

Installation

Install the Clarify 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.
  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/instructa/agent-skills.git /tmp/agent-skills
mkdir -p .claude/skills
cp -r /tmp/agent-skills/skills/engineering/clarify .claude/skills/clarify
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Clarify 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 Clarify 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 Clarify 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.

Clarify

Make difficult material easy for a capable human to understand and use. Preserve the facts, constraints, and uncertainty that matter; remove jargon, repetition, and detail that does not change the conclusion.

Method

  1. Identify whether the user needs to understand, decide, or act.
  2. Lead with the answer or practical meaning.
  3. Explain unavoidable technical terms the first time they appear.
  4. Keep details only when they affect understanding, confidence, risk, or action.
  5. If there is a decision, recommend one default and name the main tradeoff.
  6. End with a concrete next step when the user needs to act.

Writing rules

  • Match the user's language and level of technical detail.
  • Prefer concrete words, active voice, short paragraphs, and one idea per sentence.
  • Preserve important numbers, citations, constraints, and caveats.
  • Separate verified facts from assumptions and unknowns when the distinction matters.
  • State what would change the recommendation when useful.
  • Use headings or a small table only when they make the answer faster to understand.
  • Do not bury the answer in background or present weak alternatives as equal choices.

When rewriting existing material

  • Preserve supported facts and meaningful uncertainty.
  • Combine repeated or scattered points.
  • Flag contradictions instead of silently resolving them.
  • Translate system or agent terminology into consequences for the user.
  • Return the improved answer, not a critique of the original writing.

Suggested shape

Use only the parts the task needs:

markdown
**Bottom line:** [Direct answer or recommendation.]

**Why:** [The few reasons that change the conclusion.]

**Risk or unknown:** [Only if material.]

**Next step:** [One concrete action, if needed.]

Do not force this template when a short paragraph is clearer.

Frequently asked questions

What does the Clarify AI skill do?

Turn complex, technical, ambiguous, or verbose material into clear language without losing important detail. Use when the user asks to simplify an answer, identify what matters, compare options, recommend an action, or make the next step explicit.

Why use Clarify on TypingMind?

Because you install it once and use it with any model. Clarify 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 Clarify in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/instructa/agent-skills/tree/main/skills/engineering/clarify. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Clarify?

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 Clarify?

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

Is the Clarify AI skill free?

It is published on GitHub by instructa. 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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