Connectors

Explicit integrations that let the agent reach real systems, with per-connector state and scope.

ConnectorsSupport workspace 3 of 4 healthy
What Milky can reach
Accounts CRM Connected
Synced 4 min ago · Read-only: accounts, contracts
Help desk Connected
Synced 1 min ago · Read + reply: tickets, macros
Team chat Sync failed
Access token expired 2 h ago · last good sync 09:12
Billing ledger Off
Not connected for this workspace

Milky only reaches the scope shown on each connector, and never reads one that is off or failing.

What did we promise Northfield Dental for the October renewal?
M
Milky

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.

Read for this answer
  • Accounts CRM1 account, 2 contracts
  • Help desk3 tickets
  • Team chatSkipped: sync failed
  • Billing ledgerOff

Try it: Reconnect the failing Team chat connector and watch the answer pick up what it couldn't read before.

In the wild

How 2 products ship this pattern. Click a screenshot to enlarge it.

Notion AI settings panel titled AI Connectors with cards for Slack, Google Drive, Github, Jira, Teams and Sharepoint and OneDrive, each with a short description and an add button.
Notion AI
Each connector is its own card saying what Notion AI can search in that app, and each is added separately rather than as one blanket grant.
Source: Notion Help Center ↗
Manus diagram: a Client Meeting project, then a connectors menu with toggles for My Browser, Gmail and Google Calendar, plus Add connectors and Manage connectors.
Manus
Connectors are toggled on per project, so a task only reaches the browser, Gmail or Calendar when that project has them switched on.
Source: Manus blog ↗

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

0 of 4 checked

These questions apply to every pattern in this family. Ticks are saved in this browser.