Automatic Stateful Prompt Improver

Quality score: 70/100 · Category: General · Sub-category: ai-tooling

ai:rag

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).

What this skill does

Automatic Stateful Prompt Improver is a production-ready Claude Code skill (quality score 70/100) in the ai-tooling sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/automatic-stateful-prompt-improver/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Automatic Stateful Prompt Improver skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/automatic-stateful-prompt-improver
curl -L https://claudskills.com/skills/automatic-stateful-prompt-improver/SKILL.md \
  -o ~/.claude/skills/automatic-stateful-prompt-improver/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/automatic-stateful-prompt-improver/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/automatic-stateful-prompt-improver/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\automatic-stateful-prompt-improver\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: GifPerfect · AspectPerfect · SlomoPerfect · Ucaption · UTagger · AutoXPoster · TestYourSkills