Guardrails and a live localhost dashboard for scripts that spend API credits, scrape in bulk, send messages, or mutate shared state such as CRM, database, and spreadsheet records. Use when the user asks to "use observer-kit", "wire in observer-kit", "run observer kit", "make this script safe", "add locks/ledger/dashboard", "add dry-run sample gating", build a workflow or pipeline, push data, pull data, sync records, backfill, import/export data, enrich leads/contacts/accounts, contact source, scrape, run a CRM push, or before writing/running any batch job where duplicate runs, hidden failures, or full-run execution without review could cost money or corrupt data.
2026-07-09