Explain pipeline context
Help users understand configuration, validation results, and run errors in the current workspace.

AI Copilot
We are developing an AI Copilot for pipeline operations. It is not currently available as a self-serve feature, public embed, MCP server, or external agent API.

Help users understand configuration, validation results, and run errors in the current workspace.
Suggest pipeline or SQL changes without bypassing the existing save, validation, and permission workflow.
Use the same workspace roles and server-side checks as the rest of MantrixFlow before any future release.
The current product supports connection testing, schema discovery, source previews, SQL transformations, the Runs view, Slack operations, and GitHub pipeline exports. Planned Copilot capabilities will be documented only after they are available in the application.

Start with a supported database or SaaS source, including Zendesk Support, and follow the current documentation.