Loopy

Loopy is Forward Future's loop library plus an installable loopy skill for finding, adapting, crafting, running, and debriefing repeatable AI-agent workflows. It should be Kevin's default route when a prompt says "keep improving" but lacks a check or stop condition.

No-slop loop pipeline

Routing Summary

Use loopy when the task is to create or run a bounded feedback loop: code improvement, product evaluation, documentation freshness, skill quality, bookmark absorption, content quality, or other recurring agent work. Pair it with Agent Self-Improvement Eval Library when the loop's judge needs to be benchmarked or evolved.

Do not use Loopy as permission for an agent to run forever. A usable loop needs a goal, check, next action, stop condition, and handoff condition. Source: Forward-Future/loopy README, 2026-06-29

What It Adds

Loopy separates the library from the skill:

Part Use
Loop Library Published loop catalog and agent-readable catalog files.
loopy skill Guided workflow for finding, adapting, auditing, repairing, crafting, running, debriefing, and preparing loops for publication.

This maps directly to Kevin's No One-Off Work rule: when a workflow repeats, first run it manually, then turn the pattern into a bounded loop, then codify it as a skill or automation when it proves useful.

Version Snapshot

Checked 2026-07-03:

  • GitHub repo: Forward-Future/loopy
  • Default branch: main
  • HEAD: cc7cb1712e104e895660524410035c7b4fa4b44c
  • Tags: no tag refs returned by git ls-remote
  • License: MIT
  • Stars: 2,304
  • Forks: 201
  • Live Loop Library catalog: 70 loops, updated 2026-06-26, with catalog.json, catalog.md, catalog.txt, llms.txt, and /agents/ surfaces
  • npm package @forward-future/loopy: not published; install route is npx skills add Forward-Future/loopy --skill loopy ...

Source: GitHub CLI, git ls-remote, live catalog API/markdown, and npm registry, 2026-07-03

Kevin-Stack Use

  • Skill creation: use local loopy before skill-creator when the requested skill is a repeated loop rather than a static procedure.
  • Agent self-improvement: use Agent Self-Improvement Eval Library for the evaluator, then Loopy for the improvement loop around that evaluator.
  • Bookmark artifacts: when a bookmark describes a workflow, promote the thought into a loop skill, playbook, or automation instead of leaving a hub note.
  • Product/content no-slop loops: the reviewed marketing-agent diagram is a Loopy-shaped workflow: context gate, freshness gate, two-model review, taste/proof, then a loop back to research. Route the executable content rule through Frontend and Design Skills and Social Content OS. Source: X/@EXM7777 and local artifact review, 2026-07-04

Timeline