Frontier AI LLMs, assistants, agents, services | Mistral AI
Mistral AI introduces enhanced Connectors capabilities including enriched admin controls, API keys with connector scopes, multi-account connectors, a debugger, and integration with Vibe Code and Workflows, enabling more secure and governed enterprise connectivity.
Govern which tools run where, connect more than one account to a single connector, and trace any connection that breaks.
Today, we are introducing several new capabilities in Connectors for a more secure experience integrating to external enterprise platforms. Starting now, you can use:
Enriched admin controls (GA) to set connector access per workspace and switch individual tools on or off across an org or workspace
API keys with connector scopes (GA) to prevent impersonation in automated AI workloads that integrate with 3rd-party systems
Multi-account connectors (GA) allowing users to authenticate to a single connector with multiple accounts
Connectors Debugger (Public Preview) for end-to-end root cause analysis for MCP connectors
Connectors in Vibe Code (GA) to reuse your connectors in developer interfaces
Connectors in Workflows (Public Preview) allow for uninterrupted long-running tasks powered by all the tools you need
Async agents are moving into everyday work. For an agent to be trustworthy and useful inside an organization, it needs real enterprise data: CRM records, repositories, inboxes, knowledge bases. Connecting an agent to that data in a demo is easy. Running it in production is where most setups stall.
Production connectivity has a few non-negotiables. A connector should respect two sets of rules at once: the permissions already set in the source platform, and the controls your administrators set in Mistral Studio or Vibe. Automated work should run on behalf of a user or a service account, never impersonate the person who wrote it. When a connection breaks, you should be able to find out why. And an administrator should be able to decide, down to the individual tool, what is available in each part of the organization.
More control over what connectors can do
Enriched admin controls work at two levels: across your teams, and inside each connector.
Workspace and org controls let you give each team its own connector access. Your finance workspace can reach internal data sources with no open web access, while engineering gets developer tools and the internet. Same directory, different rules per team.
Tool-level controls go a step deeper. Inside any connector, turn individual tools on or off for a whole org or one workspace. Block anything that writes data, or one specific action like delete_file on a knowledge base. The connector stays connected; only the tools you approve can run.
API keys with connector scope handle identity. When you create a key, you choose whether it reaches only a workspace's shared connectors or your private ones too, so an automated job runs with exactly the access it needs. Paired with service accounts, automated work runs as a defined identity, never as the person who wrote it.
Multi-account connectors let one connector hold more than one login. Connect a personal and a work account to the same connector, set a default, and switch between them per task. Each account is stored and refreshed on its own, so an agent acts in the right one without you standing up a second connector.
See why a connection fails
Connectors Debugger tells you exactly where a connection breaks. Point it at an MCP server URL, add OAuth credentials if the server needs them, and run the check. It walks the connection through 11 steps, from reaching the server to opening the MCP session, and logs each one. A failure that used to mean guesswork, like a broken OAuth token exchange, shows up at the exact step it happens.
Connectors in Workflows and Vibe for Code
Connectors in Workflows keep long and scheduled runs from breaking on auth. You declare the connectors a Workflow needs, and the accounts it should run with, right in the Workflow definition; Studio resolves those dependencies when you start a run. Personal credentials stay out of automated work, and a job won't fail halfway because a token expired. A nightly run can pull from a CRM, update a tracker, and read a knowledge base across the whole job without dropping a connection.
Connectors in Vibe Code bring the same governed access to the coding agent. Type /connectors to pick from local MCP servers and the workspace connectors your admins approved, choose which tools to enable, and start a task. Async agents can reach Outlook, Jira, Notion, Linear, and Confluence under the same rules you set everywhere else.
We're adding connectors continuously. The directory now covers more than 60 integrations, and when the platform you need isn't listed, a custom MCP connector fills the gap.
Knowledge, Data & AI
Atlassian
BigQuery
Box
Google Drive
Notion
SharePoint
Databricks
MDN
Microsoft Learn
Needle
Prisma Postgres
Snowflake
Supabase
Synapse
Machine Learning
DeepWiki
Hugging Face
Jina
Pinecone
Tavily
Communication & Scheduling
Gmail
Google Calendar
Outlook
Outlook Calendar
Slack
Brevo
Clockwise
Fireflies
Work & Customer Operations
Asana
Linear
Monday
Close
HubSpot
Intercom
Salesforce
ServiceNow
Payments & Financial Data
Stripe
PayPal
Square
Plaid
Morningstar
Kensho
Pigment
Analytics & Business Intelligence
Amplitude
Hex
Vantage
Developer Platforms & Infrastructure
GitHub
Cloudflare Developer Platform
Netlify
Sentry
Stytch
Automation & Integration
Apify
n8n
Workato
Zapier
Research, Scientific & Public Data
BioRender
Data.gouv
PubMed
Scholar Gateway
Content & Media Management
Bria
Bright
Cloudinary
Mermaid
Trivago
Website Publisher
Start building
Enterprise controls, Connector Credentials, and Connectors in Vibe Code are generally available now. Connectors Playground and Connectors in Workflows are in public preview. All of it is live in Studio.
Connectors documentation
Connectors in Vibe Code documentation
Connectors in Workflows documentation and cookbooks
Open the Studio console
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