Agent skill · Code Review & Quality

advanced-elicitation

Use when you want to improve response quality through meta-cognitive reasoning. Applies 15+ reasoning methods to reconsider and refine initial outputs.

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill advanced-elicitation --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 17 KB
Bundled scripts: none
Version: 1.0.0
Path: skills/ai-llm/advanced-elicitation/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Advanced Elicitation ## Overview Meta-cognitive reasoning applied to AI outputs. Makes AI reconsider its own work through 15+ systematic methods. **Core Principle**: First-pass responses are often good but not great. Elicitation forces deeper thinking. ## When to Use **Use when:** - Making important decisions (architecture, security, major features) - Solving complex problems (multiple stakeholders, unclear requirements) - Producing critical outputs (specs, plans, designs) - Quality matters more than speed **Don't use when:** - Simple queries ("What is X?") - Routine tasks (formatting, simple refactoring) - Time-sensitive (emergency fixes) - Budget-constrained (2x cost) ## How It Works 1. **Generate Initial Response**: Agent produces first-pass answer 2. **Apply Elicitation Method**: Pick 1-3 methods based on context 3. **Reconsider**: Agent re-evaluates using method 4. **Synthesize**: Combine insights, produce improved output ## Elicitation Methods ### 1. First Principles Thinking **Description**: Break down to fundamental truths, rebuild reasoning from ground up **When to Use**: - Complex system design - Architecture decisions - Innovation challenges **Prompt Template**: ``` Yo

What's inside
Steps it walks through
  1. Overview
  2. When to Use
  3. How It Works
  4. Elicitation Methods
  5. 1. First Principles Thinking
  6. 2. Pre-Mortem Analysis
  7. 3. Socratic Questioning
  8. 4. Red Team vs Blue Team
  9. 5. Inversion
  10. 6. Second-Order Thinking
  11. 7. SWOT Analysis
  12. 8. Opportunity Cost Analysis
  13. 9. Analogical Reasoning
  14. 10. Constraint Relaxation
Ships with 1 file
  • metadata.json
Commands it runs
cat .claude/context/memory/learnings.md
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About this skill
What does the advanced-elicitation skill do?

Use when you want to improve response quality through meta-cognitive reasoning. Applies 15+ reasoning methods to reconsider and refine initial outputs.

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill advanced-elicitation --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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