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Install in OpenClaw
/install prompt-optimization-tool
Description
Automatically analyzes, A/B tests, and optimizes AI prompts to improve output quality while reducing token usage and ensuring consistency.
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install prompt-optimization-tool - After installation, invoke the skill by name or use
/prompt-optimization-tool - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Prompt Optimization Tool?
Automatically analyzes, A/B tests, and optimizes AI prompts to improve output quality while reducing token usage and ensuring consistency. It is an AI Agent Skill for Claude Code / OpenClaw, with 65 downloads so far.
How do I install Prompt Optimization Tool?
Run "/install prompt-optimization-tool" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Prompt Optimization Tool free?
Yes, Prompt Optimization Tool is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Prompt Optimization Tool support?
Prompt Optimization Tool is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Prompt Optimization Tool?
It is built and maintained by SKY-lv (@sky-lv); the current version is v1.0.0.
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