skills.homes logoskills.homescapability registry
home/categories/machine-learning/erichowens-some-claude-skills-claude-skills-automatic-stateful-prompt-improver-skill-md
cd ..
machine-learningdata-ai

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).

Ver código-fontemachine-learning
erichowens
maintainer
erichowens
Atualizado 1/19/2026
Estrelas
13
Forks
3
quick start

Installation and usage

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).

Instalação
$ install --globalskills.sh
Uso

Depois de instalar, você pode usar esta skill executando o seguinte comando no terminal:

skills use automatic-stateful-prompt-improver