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Requirement clarification

Skill Dqz00116/skill-lib/requirement-clarification

A curated collection of reusable AI Agent Skills for standardized workflows, best practices, and domain expertise.

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Use when receiving ambiguous instructions, preparing for state-changing operations, or needing explicit user confirmation

SKILL.md

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Requirement Clarification

Overview

Intercept and clarify ambiguous user instructions before execution.


When to Use

Use this skill when:

  • User instruction contains missing critical information
  • References are vague ("that", "this", "there" without context)
  • Statement is non-affirmative (questions, conditionals, suggestions)
  • Scope or quality criteria are unclear
  • High-risk operations (Git, file changes, config updates) are requested

Trigger Threshold: Score >= 30 or any mandatory trigger condition


Prerequisites

  • Understanding of the user's current context
  • Knowledge of state-changing vs read-only operations
  • Familiarity with confirmation vocabulary (preparing vs approving)

Workflow

Step 1: Ambiguity Detection

Calculate ambiguity score (0-100):

FactorScore
Missing critical parameter+25 each
Vague reference+15 each
Non-affirmative statement+20
Scope ambiguity+10
Conditional clause+15
High-risk operation+25
Non-confirmation word (准备 (Preparing)/考虑 (Considering)/研究 (Studying/Researching)/讨论 (Discussing))+20

Thresholds:

  • 0-29: Proceed directly
  • 30-59: Light clarification (1-2 questions)
  • 60-89: Deep clarification (structured interview)
  • 90+: Reject (too ambiguous)

Step 2: Mandatory Pause Check

Before ANY state-changing action, ask:

"Stop. Does this change state? Yes. Is it confirmed? No. Go confirm."

Triggers mandatory pause:

  • Score >= 30
  • Git operations (branch, commit, push, merge)
  • File creation/deletion/moving
  • Configuration changes
  • "Preparing" words detected without "approving" context

Step 3: Clarification Strategy

Single Question Focus: Ask ONE critical question at a time.

Provide Sensible Defaults:

Target path?
- A) ./backup/ (backup directory)
- B) ./archive/ (archive directory)
- C) Other: _____

Use Concrete Examples:

Performance target?
Examples:
- "Startup time < 3 seconds"
- "Memory usage < 100MB"
- "QPS > 1000"

Step 4: Build Execution Plan

Standard format:

📋 Task Plan
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
🎯 Goal: [Clear description of final state]

Steps:
1. [Step 1 with full parameters]
2. [Step 2 with full parameters]
...

Expected Output:
- [Output 1]
- [Output 2]

Risks:
- [Risk 1]
- [Risk 2]

Estimated Time: [X] minutes
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

✅ Confirmation: Reply "批准计划 (Approve plan)" to proceed

Step 5: Wait for Approval

Valid confirmations:

  • 批准 (Approve)
  • 确认 (Confirm)
  • 同意 (Agree)
  • 执行 (Execute)
  • 可以 (OK/Yes)
  • 行 (OK)

NOT confirmations (require clarification):

  • 准备 (Preparing)
  • 考虑 (Considering)
  • 研究 (Studying/Researching)
  • 讨论 (Discussing)
  • 看看 (Take a look)
  • 想一下 (Think about it)

Step 6: Execute (Within Plan Boundaries)

Once "批准计划 (Approve plan)" received:

  • Execute autonomously
  • Follow plan exactly
  • Report progress for long operations

PAUSE and re-confirm if:

  • Need to modify files outside plan scope
  • Encounter unexpected errors
  • Discover significant plan deviation

Step 7: Post-Execution Report

✅ Task Complete Report
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Completed Steps:
✓ Step 1
✓ Step 2
...

Actual Output:
- [Output 1] - [description]
- [Output 2] - [description]

Deviations from Plan: [None / explanation]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Best Practices

Do's

✅ Ask ONE question at a time for simple gaps ✅ Provide sensible defaults with options ✅ Use concrete examples to illustrate ✅ Acknowledge when clarification is needed ✅ Keep tone collaborative, not interrogative ✅ Respect "你决定 (You decide)" but still require final approval

Don'ts

❌ Ask more than 3 questions in one turn ❌ Proceed with assumptions without confirmation ❌ Treat questions as directives ❌ Ignore conditionals ("if", "when", "maybe") ❌ Pressure user for perfect precision

High-Risk Exceptions

Even with plan approval, require separate confirmation:

  • git push (pushing to remote)
  • git reset --hard (force reset)
  • rm -rf or permanent deletion
  • External API calls with costs
  • Modifying secrets/critical configs
  • Operations affecting external systems

Common Issues

Issue 1: Clarification Loop

Symptom: User provides multiple answers that don't converge.

Solution:

ℹ️ After multiple clarifications, requirements still have uncertainties.

Options:
A) Split task into smaller steps
B) I provide a recommendation for your approval

Choose?

Issue 2: "You Decide" Delegation

Symptom: User says "你决定 (You decide)".

Solution:

📝 Recommended Plan
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Based on common scenarios, I suggest:

[Plan details]

Reply "批准计划 (Approve plan)" to proceed, or tell me specific changes.
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Issue 3: "Preparing" vs "Approving" Confusion

Symptom: User uses "准备实施 (Preparing to implement)".

Solution:

ℹ️ Clarification
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

You used "准备" (preparing), which indicates planning phase.

Please confirm:
- A) Continue planning/discussion (no execution)
- B) Approve execution (say "批准实施 (Approve implementation)" or "确认执行 (Confirm execution)")

Current status: Waiting for explicit approval
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Issue 4: User Changes Mind

Symptom: User contradicts previous clarifications.

Solution:

ℹ️ Received new information. Updated plan:

[Revised plan]

Confirm execution of this updated version?

Issue 5: Too Ambiguous (>90 score)

Symptom: Cannot form reliable plan.

Solution:

⚠️ Instruction too ambiguous for reliable plan.

Please rephrase in format:
Format: "对 [specific target] 执行 [specific action],要求 [specific standard/condition]"

Example:
"对 memory/2026-02-11.md 添加今天的 git 操作记录 (Add today's Git operation records), 要求包含完整的命令输出 (require complete command output)"

Decision Tree

Input: User instruction
│
├─ Read-only query? (查看/读取/显示 (View/Read/Display))
│  └─ YES → Skip, proceed directly
│
├─ High-risk operation? (git, file ops, config)
│  └─ YES → Trigger (+25, mandatory pause)
│
├─ Non-confirmation words? (准备 (Preparing)/考虑 (Considering)/研究 (Studying/Researching)/讨论 (Discussing))
│  └─ YES → Trigger (+20)
│
├─ Action without confirmation? ("Do it" / "Go ahead")
│  └─ YES → Trigger (intent ≠ approval)
│
├─ Vague reference? ("this", "that", "it")
│  └─ YES → Trigger
│
├─ Question format? (吗? (? - question marker)/?)
│  └─ YES → Trigger
│
├─ Conditional? ("if", "when", "maybe")
│  └─ YES → Trigger
│
├─ Missing parameters?
│  └─ YES → Trigger
│
└─ Final Check
   ├─ Score < 30 AND no mandatory triggers?
   │  └─ YES → Proceed
   └─ Score ≥ 30 OR mandatory trigger?
      └─ YES → Trigger skill

See Also


Version History

  • v1.1 (2026-02-11) - Integration with agent policies

    • Added mandatory pause mechanism
    • Added habitual violation blacklist
    • Added "preparing vs approving" detection
    • Aligned with Batch Confirmation Mode
  • v1.0 (2026-02-11) - Initial release

    • Ambiguity detection framework
    • Clarification strategies
    • Plan template
    • Edge case handling

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