AI Loop Library MCP server

This is a small helper that connects your AI to the AI Loop Library, a public collection of over 60 ready-made work loops. A loop is just a repeatable way of working: one small change at a time, a way to check it worked, a stopping point, and a budget. It is handy if you use an AI to plan or run ongoing tasks and want a clear recipe instead of a vague chat.

What this MCP server does

You tell your AI what you are trying to get done. The AI asks this helper to look through the AI Loop Library and find loops that fit. The helper sends back a short list with reasons, not one blind answer. When you pick one, the AI can ask the helper to turn it into a written plan with steps, a way to check progress, a stopping point, and a budget. You end up with something you can actually follow.

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What you can do with it

• Browse the whole loop library in one go
• Search loops by keyword or category
• Get the full details of any single loop
• Pick a shortlist of loops that fit your goal
• Turn a chosen loop into a step-by-step written plan
• Check a loop idea against a list of common mistakes
• Draft a brand new loop when nothing in the library fits

Try asking your AI

• “I want to improve our landing page signups. Which loops fit?”
• “Show me the full details of the loop about weekly SEO checks.”
• “Turn that loop into a plan I can follow this week.”
• “Critique this loop idea: change the homepage headline every day and see what happens.”

What it gives back to you

You get back plain text in the chat: lists of loops with short reasons, full details for one loop, or a written plan in markdown you can copy. The plan includes the goal, the steps, how to check each step, when to stop, and a budget. Nothing is changed anywhere. It only reads and writes text back to you.

Before you start

Who it's for

People who use an AI to plan or run ongoing work, like marketers, founders, writers, and anyone who wants a repeatable recipe instead of a one-off chat.