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Install in OpenClaw
/install skylv-ai-prompt-optimizer
Description
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.
Usage Guidance
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.
Capability Analysis
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).
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install skylv-ai-prompt-optimizer - After installation, invoke the skill by name or use
/skylv-ai-prompt-optimizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Skylv Ai Prompt Optimizer?
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. It is an AI Agent Skill for Claude Code / OpenClaw, with 157 downloads so far.
How do I install Skylv Ai Prompt Optimizer?
Run "/install skylv-ai-prompt-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Skylv Ai Prompt Optimizer free?
Yes, Skylv Ai Prompt Optimizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Skylv Ai Prompt Optimizer support?
Skylv Ai Prompt Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Skylv Ai Prompt Optimizer?
It is built and maintained by SKY-lv (@sky-lv); the current version is v1.0.3.
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