Pattern Library

Successful automation builds are mined for reusable patterns — trigger + action + connection shapes that recur across accounts. Matches surface to Claude as context the next time a builder's intent fits the same shape.

How it works

1. Capture — every committed automation is parsed into structural fingerprints (trigger shape, action sequence, connection topology).
2. Dedupe — fingerprints are compared across tenants; near-duplicates collapse into a canonical form.
3. Score — patterns are ranked by reuse frequency, success rate, and recency.
4. Refine — a weekly maintenance job prunes low-value patterns and rewrites canonical forms as higher-quality examples emerge.
5. Surface — Claude loads matching patterns as context when the new intent matches a known shape.

Not to be confused with

Automation Patterns — hand-curated patterns that ship with the plugin. The Pattern Library is the learned counterpart, grown from real usage.