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automatic-stateful-prompt-improver
automatic-stateful-prompt-improver - Skill Dossier
automatic-stateful-prompt-improver
Optimize reusable or high-leverage prompts through historical retrieval, explicit success criteria, and controlled iteration with the prompt-learning MCP server. Use for complex task prompts, system prompts, or reusable templates whose quality materially affects downstream work. NOT for direct commands, simple factual questions, or one-off conversational replies.
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Allowed Tools
mcp__prompt-learning__optimize_promptmcp__prompt-learning__retrieve_promptsmcp__prompt-learning__record_feedbackmcp__prompt-learning__suggest_improvementsmcp__prompt-learning__get_analyticsmcp__SequentialThinking__sequentialthinking
Skills use the open SKILL.md standard — the same file works across all platforms.
Install all 533 skills as a plugin
claude plugin marketplace add curiositech/windags-skills
claude plugin install windags-skills
Claude activates automatic-stateful-prompt-improver automatically when your task matches its description.