Ariadne Loop is a local-first Loop Engineering workbench for turning rough coding-agent context into verifiable specs, agent packets, verifier gates, stop rules, rollback rules, and JSON reports.
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Ariadne Loop helps Codex, Claude Code, OpenClaw, and other coding agents work from a bounded loop contract instead of a loose prompt.
Ariadne Loop publishes an llms.txt file that gives AI agents a compact index of the project, browser builder, templates, OpenClaw guide, verifier recipes, and coding-agent workflow.
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Free validator that checks your llms.txt against the spec, fetches every linked URL, and scores it 0-100 with fixes.