chase-ai

Chase AI+ Skills

Claude Code skills for the Chase AI+ community. This repo is a Claude Code plugin marketplace — install once, get every skill, update with one command.

Access to this repo comes through the Chase AI+ classroom. Keep the link inside the community.

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Install (2 commands)

In Claude Code:

/plugin marketplace add cth9191/chase-ai-skills
/plugin install chase-ai@chase-ai-plus

That's it. To pull updates later:

/plugin marketplace update chase-ai-plus

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What's inside

loop-engineer

An interview-driven loop-engineering architect. You bring a task you want to automate; it does the hard part for you — the decisions, not just the code.

It will:

1. Diagnose where your task sits on the maturity ladder (manual → codified skill → automated → self-improving loop).
2. Interview you fast — one question at a time, recommending an answer for each — to nail the few decisions the loop can't be built without: trigger, execution, success criteria, state, stop rule.
3. Force the success-criteria decision through a 5-tier verification ladder (deterministic → rule → metric → LLM-judge → human). This is the thing most people skip, and the thing that makes or breaks a loop.
4. Build the complete, runnable loop for your task — right then. Execution skill, trigger config, state store, verification block, stop rule, and a README that explains every decision so you can debug the loop, not just run it.
5. If your task is unproven, it still builds the whole loop — but bakes a validation gate into run #1, so the loop produces one output and waits for your thumbs-up before it starts self-improving.

And — in the rare case a task genuinely shouldn't be a loop (it's a one-shot, or success can't be defined even by a human) — it tells you, instead of building something that just burns tokens.

Run it:

/chase-ai:loop-engineer

…or just describe a recurring task you want to automate ("every week I want Claude to…") and it triggers on its own.

See walkthrough.html for a full example session.

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Background

This skill is the companion to the video "The Four Step Process to Loop Engineer ANYTHING (+ Why Prompt Engineering Isn't Dead)." The video teaches the theory and walks the manual setup; this skill removes the manual labor and the decision paralysis.

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© Chase AI. For use by Chase AI+ members. All rights reserved.