LLM Self Loop

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

ai:claudeai:llmtype:integration

Restructure Web-UI / human-triggered tasks into CLI + file-output loops the LLM can iterate alone. Open LLM-side observability — structured logs, file dumps, addressable scratchpads. Apply the trap-or-abandon decision: if a step cannot be looped, improve the harness rather than babysit. Trigger when the user mentions iterative grunt-work, "I have to push a button in a web UI to trigger this", monitoring dashboards, designing Claude-driven automation, or any workflow whose inner loop currently requires a human in the middle.

What this skill does

LLM Self Loop is a production-ready Claude Code skill (quality score 70/100) in the automation sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/llm-self-loop/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The LLM Self Loop 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/llm-self-loop
curl -L https://claudskills.com/skills/llm-self-loop/SKILL.md \
  -o ~/.claude/skills/llm-self-loop/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/llm-self-loop/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/llm-self-loop/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\llm-self-loop\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

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