automatic-stateful-prompt-improver

Installation
SKILL.md

Automatic Stateful Prompt Improver

MANDATORY AUTOMATIC BEHAVIOR

When this skill is active, I MUST follow these rules:

Auto-Optimization Triggers

I AUTOMATICALLY call mcp__prompt-learning__optimize_prompt BEFORE responding when:

  1. Complex task (multi-step, requires reasoning)
  2. Technical output (code, analysis, structured data)
  3. Reusable content (system prompts, templates, instructions)
  4. Explicit request ("improve", "better", "optimize")
  5. Ambiguous requirements (underspecified, multiple interpretations)
  6. Precision-critical (code, legal, medical, financial)

Auto-Optimization Process

Related skills
Installs
22
GitHub Stars
103
First Seen
Feb 19, 2026