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automatic-stateful-prompt-improver
automatic-stateful-prompt-improver - Skill Dossier
automatic-stateful-prompt-improver
Automatically intercepts and optimizes prompts using the prompt-learning MCP server. Learns from performance over time via embedding-indexed history. Uses APE, OPRO, DSPy patterns. Activate on "optimize prompt", "improve this prompt", "prompt engineering", or ANY complex task request. Requires prompt-learning MCP server. NOT for simple questions (just answer them), NOT for direct commands (just execute them), NOT for conversational responses (no optimization needed).
AI & Machine Learning
#prompts#optimization#learning#embeddings#dspy
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
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Coming in Spring 2026 Beta
WinDAGs will match this skill automatically. Then ask:
"Use automatic-stateful-prompt-improver to help me build..."
Request Early Access