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在 OpenClaw 中安装
/install prompt-optimization-tool
功能描述
Automatically analyzes, A/B tests, and optimizes AI prompts to improve output quality while reducing token usage and ensuring consistency.
安全使用建议
This skill is an instruction-only prompt-engineering guide: it will produce analyses, optimized prompts, and suggested A/B test setups, but it does not itself run traffic, collect telemetry, or require any credentials. If you expect automated, large-scale A/B testing, you will need to wire the agent to your telemetry/serving infrastructure (and consider privacy and consent for user data). There are no obvious permission or credential red flags, but verify any integrations you build to collect metrics (endpoints, logs, analytics) before connecting them, and be skeptical of the optimistic improvement percentages — treat them as estimates, not guarantees.
功能分析
Type: OpenClaw Skill
Name: prompt-optimization-tool
Version: 1.0.0
The skill bundle is a documentation-based tool designed to guide an AI agent in prompt optimization and A/B testing. It contains no executable code, and the instructions in SKILL.md are strictly aligned with its stated purpose of improving prompt quality and efficiency. No indicators of data exfiltration, malicious execution, or harmful prompt injection were found; all external links point to legitimate prompt engineering resources.
能力评估
Purpose & Capability
The name/description (prompt analysis, A/B testing, optimization, prompt library) align with the SKILL.md content. The skill is purely instructional and does not request unrelated binaries, credentials, or config paths.
Instruction Scope
SKILL.md contains detailed analysis and function signatures (analyze_prompt, optimize_prompt, run_ab_test, generate_variants) and prescribes A/B testing workflows. It does not instruct the agent to read system files, environment variables, or external endpoints, but it assumes the ability to run large-scale A/B tests and gather metrics (user satisfaction, token counts, statistical significance) without describing how to collect telemetry or route traffic. That is an operational gap (not a direct security concern) — the agent will be limited to producing suggestions unless integrated with telemetry/traffic sources.
Install Mechanism
No install spec and no code files — instruction-only skill. Lowest install risk; nothing will be written to disk by the skill itself.
Credentials
No required environment variables, credentials, or config paths are declared. The skill does not request secrets or access beyond standard agent capabilities.
Persistence & Privilege
Default privileges (not always:true, agent-invocable) are used. The skill does not request persistent system privileges or modification of other skills' configs.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install prompt-optimization-tool - 安装完成后，直接呼叫该 Skill 的名称或使用
/prompt-optimization-tool触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.0
AI Prompt Optimizer initial release:
- Provides automatic prompt optimization using A/B testing and performance data.
- Analyzes prompts across multiple quality dimensions and suggests improvements.
- Supports generation of improved prompt variants and tracks quality, token use, and user satisfaction.
- Includes a prompt template library for various use cases (writing, coding, analysis, etc.).
- Offers functions for prompt analysis, optimization, variant generation, and A/B testing.
- Reduces token consumption and improves LLM output quality through systematic prompt engineering.
元数据
常见问题
Prompt Optimization Tool 是什么？
Automatically analyzes, A/B tests, and optimizes AI prompts to improve output quality while reducing token usage and ensuring consistency. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 65 次。
如何安装 Prompt Optimization Tool？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install prompt-optimization-tool」即可一键安装，无需额外配置。
Prompt Optimization Tool 是免费的吗？
是的，Prompt Optimization Tool 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Prompt Optimization Tool 支持哪些平台？
Prompt Optimization Tool 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Prompt Optimization Tool？
由 SKY-lv（@sky-lv）开发并维护，当前版本 v1.0.0。
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