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query-loop-implementation

85 / 100 · Low risk

Fine to try.

By simbajigege/book2skills (GitHub) · marketing · 202 stars · scanned at commit e5ba66c

Implement a production-ready LLM query loop / agent loop for AI applications. Use this skill whenever the user wants to add tool calling, ReAct-style reasoning-action-observation cycles, function calling loops, query engines, agent runtimes, tool_result feedback, max-turn exits, or Claude Code-like Agent Loop behavior to their own product or codebase.

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'query-loop-implementation' ] || [ -L ~/.agents/skills/'query-loop-implementation' ]; then echo 'A skill folder named query-loop-implementation already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/simbajigege/book2skills' "$d" && git -C "$d" checkout --quiet 'e5ba66cac91c857dce254dc6b6195d52201068d8' -- 'skills/query-loop-implementation' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/query-loop-implementation' ~/.agents/skills/'query-loop-implementation' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'query-loop-implementation' ~/.claude/skills/'query-loop-implementation' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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