Connectors
Explicit integrations that let the agent reach real systems, with per-connector state and scope.
Northfield Dental renews 40 seats on 31 October at $18,400 a year. Their last two tickets were about SSO.
I couldn't check Team chat, where renewal terms are usually agreed, because that connector failed 2 hours ago.
- Accounts CRM
- Help desk
- Team chat
- Billing ledger
In the wild
How 2 products ship this pattern. Click a screenshot to enlarge it.


When to use
Assistants whose value depends on the user's own data living in other tools.
Seen in
ChatGPT connectors, Claude MCP servers, Glean integrations, Gemini Workspace access.
For engineers
Show last-sync and permission scope per connector; failures need per-connector, not global, errors.
Build prompt
A neutral, component-only prompt for a coding agent. Edit the stack block or anything else to fit your project, then copy it.
Download this prompt as Markdown, or every prompt as JSON for an agent.
Critique checklist for tuners
These questions apply to every pattern in this family. Ticks are saved in this browser.