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lifting-loops

100 / 100 · Low risk

Fine to try.

By MiniMax-AI/mcode-stack (GitHub) · coding · 704 stars · scanned at commit 0db1b4f

Finds loops where the user keeps acting as a manual step for agents (retrying, judging output, approving, carrying context, starting the same task by hand, doing the agent's work) and proposes how to lift the user out: delete a stale rule, change a skill / AGENTS.md / playbook, add a script or metric, add a skill or scheduled task, or advise the user. Keeps a private loop ledger and promotes Claude Code auto-memory into artifacts. With a task already in the session, reflects on that session; in…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

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

if [ -e ~/.agents/skills/'lifting-loops' ] || [ -L ~/.agents/skills/'lifting-loops' ]; then echo 'A skill folder named lifting-loops already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/MiniMax-AI/mcode-stack' "$d" && git -C "$d" checkout --quiet '0db1b4fb3b6270e173080d87b72c28516b299ddd' -- 'stacks/jiachen/skills/lifting-loops' && mkdir -p ~/.agents/skills && cp -R "$d"/'stacks/jiachen/skills/lifting-loops' ~/.agents/skills/'lifting-loops' && 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/'lifting-loops' ~/.claude/skills/'lifting-loops' (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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