This is an audit layer that sits between Claude and your production APIs like Shopify and Meta Ads, logging every call the agent makes with context about what happened and why. Instead of discovering after the fact that your agent burned through ad budget or modified product listings, you get a readable trail of operations and can set up alerts before destructive actions go through. The compliance angle is interesting too: PII gets scrubbed locally before logs hit their cloud, and you can generate structured evidence if an automated action gets your account flagged. Reach for this when you're running agents with write access to business critical platforms and need to sleep at night.
claude mcp add --transport stdio fishcoco-code-guardrly-mcp uvx guardrly-mcp