majiayu000 Prompt Writing Skill
Overview
Core Principle: Context completeness over brevity. Agents cannot infer what you don't provide.
Target Users:
- Claude Code delegating to subagents via Task tool
- UI agents that need to generate prompts
- Engineers writing system prompts or agent instructions
The CLEAR Framework
Use this mnemonic for every prompt you write:
| Letter | Component | Purpose | Key Question |
|---|---|---|---|
| C | Context | Background information | What does the agent need to know? |
| L | Limitations | Constraints, prohibitions | What should NOT be done? |
| E | Expectations | Output format, success criteria | What exactly should be returned? |
| A | Actions | Step-by-step instructions | What steps to follow? |
| R | Resources | Files, tools, references | What materials are available? |
C - Context
Complete background: project state, environment, history. Include file paths, versions, prior decisions.
L - Limitations
Explicit boundaries: DO NOT modify X, use only Y, forbidden patterns, compliance requirements.
E - Expectations
Exact output format: markdown structure, JSON schema, where to save, success criteria checklist.
A - Actions
Numbered steps, validation checkpoints, decision points, error handling guidance.
R - Resources
Required reading (file paths), available tools, reference implementations, examples.
Full guide with examples: reference/prompt-anatomy.md
Context Patterns
Critical Insight
Subagents have NO conversation history. Each invocation is completely fresh. They cannot infer context.
Three Strategies
| Strategy | When to Use | How |
|---|---|---|
| File-Based | Multi-step workflows | Save to file, pass path to next agent |
| Embedded | Small contexts | Include all info directly in prompt |
| Layered | Large contexts | Summary + references for deep-dive |
State Transfer Pattern
Agent 1 → Save results to `.claude/state/results/agent-{timestamp}.md`
Agent 2 → Read from that file path
Full patterns: reference/context-patterns.md
Output Format Quick Reference
| Pattern | Use Case | Key Feature |
|---|---|---|
| Structured Markdown | Comprehensive results | Tables, sections, test output |
| Binary Verdict | Review/validation | PASS/FAIL first, then details |
| Checklist | Multi-requirement | Progress tracking with status |
| Condensed | Subagent responses | Max 3 findings, no verbose output |
Delivery Patterns
- State directory:
.claude/state/results/[agent]-[timestamp].md - Project output:
output/[task-id]/[artifact].md - Inline: Return directly (use for summaries only)
Full templates: reference/output-specifications.md
Quality Checklist
Before sending any prompt, verify:
Context (C)
- All background information included?
- File paths explicit and complete?
- No assumptions about prior knowledge?
Limitations (L)
- Constraints clearly stated?
- Prohibited actions explicit?
- Scope boundaries defined?
Expectations (E)
- Output format specified exactly?
- Success criteria measurable?
- Delivery location defined?
Actions (A)
- Steps numbered and sequential?
- Validation checkpoints included?
- Error handling guidance provided?
Resources (R)
- Required files listed with paths?
- Available tools mentioned?
- Examples provided where helpful?
Subagent-Specific
- No implicit context assumptions?
- State transfer mechanism defined?
- Output format prevents overload?
Anti-Patterns Quick Reference
| Anti-Pattern | Problem | Solution |
|---|---|---|
| Context Amnesia | Assumes agent remembers | Embed all context explicitly |
| Vague Expectations | "Give me a good result" | Specify exact format |
| Implicit Constraints | "Follow best practices" | List specific requirements |
| Unbounded Scope | "Improve the code" | Define precise boundaries |
| Missing Resources | "Check the docs" | Provide file paths |
| Output Overload | No format limits | Request condensed response |
Full examples with solutions: reference/anti-patterns.md
Templates
Ready-to-use templates for common scenarios:
| Template | Purpose |
|---|---|
| templates/subagent-delegation.md | Task tool delegation |
| templates/code-task.md | Implementation tasks |
| templates/research-task.md | Research/exploration |
| templates/review-task.md | Code review/validation |
Quick Start
- Choose template from
templates/matching your task type - Fill CLEAR sections systematically
- Run checklist to verify completeness
- Execute the prompt
- Iterate if results don't match expectations
Remember: More context is almost always better. When in doubt, include it.
Troubleshooting
| Problem | Likely Cause | Solution |
|---|---|---|
| Irrelevant results | Insufficient context | Add explicit file references, examples |
| Wrong format | Vague specification | Provide template with placeholders |
| Unwanted changes | Missing constraints | Add explicit DO NOT statements |
| Incomplete task | Unclear success criteria | Add specific acceptance criteria |
| Agent asks questions | Ambiguous requirements | Make all decisions upfront |
Reference Documentation
- reference/prompt-anatomy.md - Full CLEAR examples by language
- reference/context-patterns.md - State transfer strategies
- reference/output-specifications.md - Output format templates
- reference/anti-patterns.md - Common mistakes and fixes