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在 OpenClaw 中安装
/install skylv-ai-prompt-optimizer
功能描述
AI 提示词自动优化器。基于 A/B 测试和性能数据，自动优化提示词，提升输出质量和降低 Token 消耗。Triggers: prompt optimizer, improve prompt, prompt engineering, A/B testing, prompt optimization.
安全使用建议
This skill is internally consistent and instruction-only, but consider operational details before use: A/B tests as described imply many model calls (100+ iterations per variant over days) which can incur significant token and cost usage—set budgets and rate limits. Because the skill runs by instructing the agent, ensure the agent's model/API keys and any logging/telemetry are configured to protect sensitive prompt content (prompts can contain PII or proprietary information). If you will store aggregated test results or prompt libraries, confirm where results are stored and who can access them. Finally, if you want automated A/B runs, decide which model endpoints or tooling the agent should use and monitor costs and data exposure accordingly.
功能分析
Type: OpenClaw Skill
Name: skylv-ai-prompt-optimizer
Version: 1.0.3
The skill bundle 'skylv-ai-prompt-optimizer' is a legitimate utility designed to analyze and optimize AI prompts through A/B testing and structured engineering techniques. The documentation in SKILL.md and metadata in _meta.json contain no executable code, malicious instructions, or indicators of data exfiltration, and all provided links point to reputable prompt engineering resources (e.g., promptingguide.ai).
能力评估
Purpose & Capability
Name, description, and SKILL.md consistently describe a prompt-analysis/A-B-testing/optimization helper. The skill requests no binaries, env vars, or installs that would be unrelated to this purpose.
Instruction Scope
SKILL.md contains detailed, scoped guidance (analysis dimensions, optimization techniques, test metrics). It describes running A/B tests and collecting metrics but does not prescribe any steps that access system files, secrets, or external endpoints beyond citing public references. Implementation details (how to run tests, where to store results) are intentionally abstract—this is consistent for an instruction-only skill but means the agent will need to rely on its own model calls and any host-provided tooling to execute tests.
Install Mechanism
No install spec and no code files are provided (instruction-only). Nothing is downloaded or written to disk by the skill itself.
Credentials
The skill declares no required environment variables, credentials, or config paths. The functionality described (generating/evaluating prompts) does not require additional secrets beyond whatever the hosting agent already uses to call models.
Persistence & Privilege
Flags show default behavior (always:false, autonomous invocation allowed). The skill does not request permanent presence or modify other skills; no elevated privileges are requested.
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 skylv-ai-prompt-optimizer - 安装完成后，直接呼叫该 Skill 的名称或使用
/skylv-ai-prompt-optimizer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
v1.0.3
- Updated SKILL.md description for clarity and more concise English summary
- Version field incremented from 1.0.1 to 1.0.2 in SKILL.md
- Triggers and keywords streamlined for better discoverability
- No logic, feature, or code changes—documentation only
v1.0.2
- Updated version number in SKILL.md from 1.0.0 to 1.0.1.
- No other functional or content changes detected.
v1.0.1
- Added new metadata fields: keywords and triggers for better discovery and usage.
- Appended a "Usage" section with simple installation and running instructions.
- No functional changes to the code or documented features.
- Focused update to improve clarity and integration with OpenClaw platform.
v1.0.0
- Initial release of AI Prompt Optimizer (v1.0.0).
- Introduces prompt analysis, A/B testing, and automatic optimization features, all driven by performance data.
- Provides a prompt library with templates for writing, coding, and analysis tasks.
- Includes tool functions for analyzing, optimizing, testing, and generating prompt variants.
- Supports both manual and automatic activation based on keywords and trigger phrases.
元数据
常见问题
Skylv Ai Prompt Optimizer 是什么？
AI 提示词自动优化器。基于 A/B 测试和性能数据，自动优化提示词，提升输出质量和降低 Token 消耗。Triggers: prompt optimizer, improve prompt, prompt engineering, A/B testing, prompt optimization. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 157 次。
如何安装 Skylv Ai Prompt Optimizer？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install skylv-ai-prompt-optimizer」即可一键安装，无需额外配置。
Skylv Ai Prompt Optimizer 是免费的吗？
是的，Skylv Ai Prompt Optimizer 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Skylv Ai Prompt Optimizer 支持哪些平台？
Skylv Ai Prompt Optimizer 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 Skylv Ai Prompt Optimizer？
由 SKY-lv（@sky-lv）开发并维护，当前版本 v1.0.3。
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