prompt-optimizer提示词迭代优化器。把一段粗糙/平淡的 prompt 系统化升级为结构化、强约束、带输出格式的高质量 prompt,并做版本管理(v1/v2...)+ 双 prompt 基准对比选优。覆盖角色设定、上下文、分步指令、输出格式、约束、示例占位、链式思考、自检步骤等增强。当用户需要"优化这段提示词""让 prompt 更强""对比两个 prompt""prompt versioning""improve my prompt"时调用。
Install via ClawdBot CLI:
clawdbot install autogame-17/prompt-optimizerGrade Good — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
exec(Audited Apr 16, 2026 · audit v1.0
Generated Mar 1, 2026
Instructors use the Prompt Optimizer to refine prompts for generating lesson plans, quizzes, and interactive exercises, ensuring clarity and alignment with learning objectives. This improves student engagement and reduces preparation time by automating prompt variations for different topics.
Businesses apply the skill to optimize prompts for AI chatbots, enhancing response accuracy and handling complex queries through techniques like Chain of Thought. This reduces human agent workload and improves customer satisfaction by providing structured, context-aware answers.
Marketing teams use the tool to generate and refine prompts for creating ad copy, social media posts, and email campaigns, leveraging techniques like role-play for targeted messaging. This increases campaign effectiveness and speeds up content iteration across multiple channels.
Developers optimize prompts for code generation, debugging, and documentation tasks, applying techniques like few-shot learning to produce accurate, reusable code snippets. This accelerates development cycles and reduces errors in automated programming workflows.
Medical researchers use the skill to enhance prompts for analyzing patient data, generating reports, and summarizing clinical studies with improved specificity. This supports evidence-based decision-making and streamlines research processes in data-intensive environments.
Offer the Prompt Optimizer as a cloud-based service with tiered pricing based on usage limits and advanced features like batch optimization. This provides recurring revenue and scalability for businesses integrating AI prompt management into their workflows.
Sell customized licenses to large organizations for on-premise deployment, including dedicated support and integration with existing AI systems. This generates high-value contracts and long-term partnerships in sectors like finance or healthcare.
Provide a free basic version for individual users, with paid upgrades for advanced techniques, analytics, and team collaboration features. This drives user adoption and monetizes power users seeking enhanced optimization capabilities.
💬 Integration Tip
Integrate via command-line calls in existing Node.js projects or wrap the skill in a REST API for cross-platform use, ensuring compatibility with common AI frameworks.
Scored Apr 19, 2026
This skill should be used when the user asks to "optimize prompts", "design prompt templates", "evaluate LLM outputs", "build agentic systems", "implement RA...
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