LOOPS
Self-pacing agent workflows. Copy a loop, paste it into your agent, let it run.
Compatible tools
Works with your agent
Claude Code
Cursor
Codex
Gemini CLIWhat are loops
Autonomous agent workflows that iterate until done
A loop is a structured prompt that tells an AI coding agent (Claude Code, Cursor, Codex, Gemini CLI) to repeat a task autonomously until a measurable exit condition is met. Instead of prompting, inspecting, re-prompting manually — you define the goal, the check command, and the exit condition, then let the agent self-pace.
How it works
The loop execution cycle
1
Define goal + exit condition
What does 'done' look like? A passing test suite, a clean audit, a merged PR.
2
Set the check command
The command the agent runs between iterations to evaluate progress.
3
Agent executes a step
The agent does one unit of work — fix a bug, write a test, tighten a constraint.
4
Agent self-evaluates
Runs the check command, reads output, decides: continue or stop.
5
Loop or exit
If exit condition is not met and iterations remain, the agent continues. Otherwise it stops and reports.
3 loops
Assumption Mapper
Extract and rank risky assumptions from a spec. Loop until each has a validation method assigned.
DefiningManual|Claude CodeCursorCodex
Metric Definer
Define north star + input metrics for a feature. Loop until metrics are measurable, attributed, and baselined.
DefiningManual|Claude CodeCursorCodex