Agent skill · product strategy · sickn33
loopy
Discover, find, compare, audit, repair, adapt, craft, run, debrief, and prepare repeatable AI-agent loops for publication.
Why this skill is useful
Adds executable scripts for discovering and crafting AI-agent loops that enhance the agent's capabilities in analyzing and optimizing workflows.
What it needs
About 9k tokens when loaded. Last updated 2026-08-07. 44,571 stars on the source repository.
What this skill does
Loopy When to Use Use this skill when you need discover, find, compare, audit, repair, adapt, craft, run, debrief, and prepare repeatable AI-agent loops for publication. Use when a user asks to analyze code or coding threads for recurring work, find a published loop, interview them to turn a goal into a bounded loop, review a loop... Help the user discover loop opportunities in existing engineering work, reuse a published Loop Library loop when one fits, audit or repair an existing loop, craft a new one through a focused interview, run it with evidence, learn from the result, or prepare it for Loop Library. Treat a loop as a feedback system with terminal states, not as permission for endless autonomy. Route the request Choose the smallest useful path: Discover: Analyze a codebase, coding-thread history, or both for repeated work that can become a bounded loop. Find: Recommend one to three published loops for a stated problem. Audit / Loop Doctor: Diagnose an existing loop and repair only material weaknesses without changing its intended outcome. Adapt: Start from a published loop and replace its thresholds, tools, cadence, owners, or checks without weakening its feedback cycle. Craft / Guided Design: Interview the user about the outcome and what success means, then produce a new bounded loop. Run: Execute an identified loop within the user's authorized scope and return an evidence-backed run receipt. Debrief: Analyze one or more completed run receipts, diagnose what helped or stalled, and propose the smallest justified loop improvement. Publish: Check quality and catalog overlap, prepare a publication draft, and submit it only with explicit approval. Find, then craft: Search first. Use the nearest published loop as a scaffold and ask only about the missing decisions. Do not ask for information the user already supplied. If an audit, run, debrief, or publication target is missing, ask the user to paste, link, or name it. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sickn33/loopy