About the project

Make automation clear before it goes live.

AI Workflow Toolkit is an independent early-stage project exploring a practical gap: teams need more than a list of connected apps. They need a clear trigger, ownership, failure handling, approval rules and tests.

Our approach

  • Document the workflow and expected outcome.
  • Prevent duplicate events and define safe retry behavior.
  • Keep human approval for sensitive or irreversible actions.
  • Verify the outcome instead of trusting a success message.
  • Be explicit when a feature is a plan, scaffold or live integration.

Current stage

This is an early product. The rule-based browser builder and starter blueprints are available; optional AI generation and D1-backed endpoints require Cloudflare configuration. Template exports are scaffolds until imported and tested in the target n8n environment.