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

SkillDev tools

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.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the loop-converge — a loop-graph preset for slimming code skill

What this skill tells your AI

The instructions your AI receives, as published by levi-qiao/longgraph-skill in skills/loop-converge/SKILL.md and read by ahel’s review.

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

  1. 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. 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 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.

Signals

GitHub stars
76
Forks
9
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
loop-converge
Source
github.com/levi-qiao/longgraph-skill