AgentSkillsCN

prompt-optimizer

不断优化智能体的指令与上下文处理能力，通过分析失败或欠佳的回复，精炼系统提示与提示模板。

SKILL.md
--- frontmatter
name: prompt-optimizer
description: Self-improves agent instructions and context handling. Analyzes failed or suboptimal responses to refine system prompts and prompt templates.
status: implemented

Prompt Optimizer

This skill enables the AI to self-evolve by refining its own instructions based on performance analysis.

Capabilities

1. Instruction Refinement

  • •Analyzes existing SKILL.md files for ambiguity or contradictions.
  • •Suggests optimized wording to improve accuracy and reduce hallucinations.

2. Context Optimization

  • •Evaluates how data is passed to the AI (e.g., file contents, logs).
  • •Recommends more efficient ways to structure the prompt context for complex tasks.

Usage

  • •"Analyze why the security-scanner gave a false positive and optimize its prompt instructions."
  • •"Optimize the system prompt in requirements-wizard/SKILL.md for better clarity."

Knowledge Protocol

  • •This skill adheres to the knowledge/orchestration/knowledge-protocol.md. It automatically integrates Public, Confidential (Company/Client), and Personal knowledge tiers, prioritizing the most specific secrets while ensuring no leaks to public outputs.