AgentSkillsCN

prompt-improver

运用提示词工程的最佳实践，提升提示词的清晰度、针对性与实效性。

SKILL.md
--- frontmatter
name: prompt-improver
description: Improve prompts for clarity, specificity, and effectiveness using prompt engineering best practices

Use this skill when the user asks to improve, optimize, rewrite, or refine a prompt for an AI model.

When to Use

  • •User asks to "improve this prompt" or "make this prompt better"
  • •User wants to optimize prompt effectiveness
  • •User requests prompt rewrite or refinement
  • •User needs help making prompts clearer or more specific
  • •User asks to fix or debug a prompt that isn't working well

Optimization Process

  1. •Analyze the original prompt — Identify the core task, missing context, ambiguity, and verbosity
  2. •Apply optimization priorities — Rewrite following the framework below
  3. •Verify against quality criteria — Ensure the improved prompt meets all standards
  4. •Present the result — Show the improved prompt with brief explanation of key changes

Optimization Framework

Apply these priorities in order:

  1. •Explicit Instruction First — Main instruction or task goal at the beginning
  2. •Role & Context — Brief relevant role (if needed) and essential background only
  3. •Conciseness — Remove filler, redundancy, unnecessary qualifiers. Every word serves purpose
  4. •Specific Task Definition — Precise, action-oriented verbs
  5. •Output Schema or Format — Clear response format definition
  6. •Constraints — Key limitations only. Avoid over-specification
  7. •Examples (Few-Shot) — One concise example only if it materially clarifies the pattern
  8. •Neutrality & Safety — Preserve factual tone, avoid assumptions, ensure objectivity

Writing Guidelines

  • •Prefer bullet points or numbered steps for clarity
  • •Use positive instructions ("Do X") instead of negative ("Don't do X")
  • •Avoid vague words ("things," "somehow," "etc.")
  • •Combine related ideas into single, efficient statements
  • •Keep structure readable with delimiters or sections when logical
  • •When rephrasing variables, retain their exact identifiers
  • •Never invent new variables unless explicitly required

Quality Criteria

A high-quality improved prompt must be:

  • •Clear enough that no further clarification is needed
  • •Structured for deterministic results
  • •Free from redundancy, filler, and ambiguity