Mistral adds workspace-level connector controls, multi-account authentication, and debugging tools

Mistral AI released new enterprise features for its connector system, addressing production deployment requirements for AI agents that access external data sources.

What's new

Workspace and org-level controls (Generally Available): Administrators can now set connector access per workspace and enable or disable individual tools within connectors. A finance workspace can access internal data sources while blocking open web access, while engineering teams get developer tools and internet connectivity from the same directory.

API keys with connector scopes (Generally Available): New API key types allow administrators to specify whether keys access workspace shared connectors, private connectors, or both. Combined with service accounts, this prevents automated workflows from impersonating the developers who created them.

Multi-account connectors (Generally Available): Users can authenticate multiple accounts to a single connector and switch between them per task. Each account maintains separate credentials and refresh tokens, eliminating the need to configure duplicate connectors for personal and work accounts.

Connectors Debugger (Public Preview): A diagnostic tool that tests MCP server connections through 11 validation steps, from initial server reach to MCP session establishment. The debugger identifies exact failure points, such as broken OAuth token exchanges, that previously required manual troubleshooting.

Connectors in Workflows (Public Preview): Workflow definitions can declare required connectors and execution accounts upfront. Studio resolves dependencies at runtime, preventing authentication failures during long-running or scheduled tasks.

Connectors in Vibe Code (Generally Available): Mistral's coding agent can now access local MCP servers and workspace-approved connectors using the same governance rules applied across the platform.

Integration coverage

Mistral's connector directory includes over 60 integrations across enterprise platforms:

• Knowledge and data: Notion, Confluence, SharePoint, Google Drive, Databricks, Snowflake
• Developer tools: GitHub, Netlify, Sentry
• CRM and operations: Salesforce, HubSpot, ServiceNow, Linear, Asana
• Communication: Gmail, Outlook, Slack
• Payments: Stripe, PayPal, Square

Custom MCP connectors can be created for platforms not in the directory.

Availability

Enriched admin controls, API keys with connector scopes, multi-account connectors, and Connectors in Vibe Code are generally available. Connectors Debugger and Connectors in Workflows are in public preview. All features are live in Mistral Studio.

What this means

These updates target the gap between prototype AI agents and production deployments in enterprise environments. The workspace-level controls and scoped API keys address security and compliance requirements that prevent many organizations from deploying agents with data access at scale. Multi-account support and the debugging tool reduce operational friction for teams managing multiple identity contexts and troubleshooting connection failures. The focus on Model Context Protocol indicates Mistral's commitment to the emerging standard for AI-to-system connectivity.