How do I install the Loop Converge skill?

Run npx skillmds@latest add levi-qiao/loop-converge in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Loop Converge safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Loop Converge?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Loop Converge free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Loop Converge?

levi-qiao (@levi-qiao) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Loop Converge by levi-qiao — Agent Skill

Name: Loop Converge
Author: levi-qiao

Loop Converge

Author and optionally direct-launch a two-node loop-graph run whose North Star is code convergence — delete unused code, merge duplicates, reuse, slim. Use when the user invokes /loop-converge, or asks to loop on dead code, duplication, unused exports, DRY cleanup, or merging twin implementations. Starts the owner interview (scope / authority / launch) immediately; supervisor is required. Not for adding features or a one-shot tidy. Do not execute or resume existing runtime node files from this authoring skill.

levi-qiao d655df0 4 files · 13.6 KB Updated Sep 17, 2026

File contents

loop-converge — a loop-graph preset for slimming code

A thin authoring entry. It binds a code-convergence pack, starts the owner interview, then follows loop-graph to compile a normal two-node run (executor + supervisor). It is not a third runtime node and it does not ship a second template set.

Fit check

Use this when unused or duplicate code will take many verified rounds to remove, merge, or reuse, and an independent audit should keep the bar from sliding into a rewrite.
If the request is a one-shot tidy that fits a normal host task, say so and send the task directly. Do not wrap it in a graph.

On invoke

Inspect the workspace and the current host the same way loop-graph does. Never ask which client this is when context already identifies it.
Read and bind preset.md. That pack is the North Star, the supervisor requirement, the method guards, the knob overrides, the recommended shape, and the detector hints. Do not redesign them.
Start the owner interview immediately. With this pack bound, ask at most the three questions the pack names — scope, authority, launch mode — each as a recommended A/B (or A/B/C) choice. Do not ask for a North Star. Do not offer to omit the supervisor.
Read and follow ../loop-graph/SKILL.md from When called from a preset skill through generate and deliver. Compile only from loop-graph's templates/. This skill never executes the generated nodes.

---name: loop-convergedescription: Author and optionally direct-launch a two-node loop-graph run whose North Star is code convergence — delete unused code, merge duplicates, reuse, slim. Use when the user invokes /loop-converge, or asks to loop on dead code, duplication, unused exports, DRY cleanup, or merging twin implementations. Starts the owner interview (scope / authority / launch) immediately; supervisor is required. Not for adding features or a one-shot tidy. Do not execute or resume existing runtime node files from this authoring skill.---# loop-converge — a loop-graph preset for slimming codeA thin authoring entry. It binds a code-convergence pack, starts the ownerinterview, then follows [`loop-graph`](../loop-graph/SKILL.md) to compile anormal two-node run (executor + supervisor). It is not a third runtime nodeand it does not ship a second template set.## Fit check- Use this when unused or duplicate code will take many verified rounds to remove, merge, or reuse, and an independent audit should keep the bar from sliding into a rewrite.- If the request is a one-shot tidy that fits a normal host task, say so and send the task directly. Do not wrap it in a graph.## On invoke1. Inspect the workspace and the current host the same way loop-graph does. Never ask which client this is when context already identifies it.2. Read and bind [`preset.md`](preset.md). That pack **is** the North Star, the supervisor requirement, the method guards, the knob overrides, the recommended shape, and the detector hints. Do not redesign them.3. Start the owner interview immediately. With this pack bound, ask at most the three questions the pack names — **scope**, **authority**, **launch mode** — each as a recommended A/B (or A/B/C) choice. Do not ask for a North Star. Do not offer to omit the supervisor.4. Read and follow [`../loop-graph/SKILL.md`](../loop-graph/SKILL.md) from **When called from a preset skill** through generate and deliver. Compile only from loop-graph's [`templates/`](../loop-graph/templates/). This skill never executes the generated nodes.

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