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What is Airbyte Agents?

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Airbyte Agents gives AI agents reliable, real-time access to your business data. It connects agents to the tools your organization runs on, unifies that data into one searchable layer, and lets agents read, search, and write across every connected system.

You get managed connectors, secure credential storage, and a pre-indexed Context Store that agents can query in milliseconds. Whether you use the web app, the Agent MCP, the Agent SDK, or the Agent API, your agents work with the same data, the same connectors, and the same permissions.

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The problem​

AI models can reason, plan, and use tools. What they lack is data.

  • Models are data-blind. Large language models rely on stale training data. They have no real-time knowledge of your customers, deals, tickets, or workflows.

  • Building integrations is expensive. Connecting an agent to even one SaaS API means managing authentication, pagination, rate limits, and schema changes. Connecting to ten is a full-time job.

  • Scattered data produces scattered answers. Without a unified view, agents make separate API calls to separate systems and try to piece the picture together at runtime. The result is slow, expensive, and unreliable.

Organizations either end up with agents that demo well but fail in production, or they never ship agents at all because the data infrastructure is too costly to build.

How Airbyte Agents works​

Airbyte Agents solves this with three layers: Connect, Ask, and Act.

Connect​

Airbyte provides a growing library of open source, type safe agent connectors. These plug agents into third-party APIs like Salesforce, HubSpot, Stripe, Jira, Zendesk, GitHub, and more.

The platform handles the hard parts:

  • Authentication. OAuth flows, API keys, and token refresh are managed for you. Store credentials once and use them from any interface.

  • Multi-tenancy. Workspaces isolate connectors and credentials across tenants, teams, or environments.

  • Open source. The SDK is a single open source Python package that includes every connector. You can inspect, extend, or run it locally.

Ask​

The Context Store indexes and normalizes data from every connected source into one searchable layer.

Instead of making live API calls at query time, agents search pre-indexed context. This means faster answers, lower costs, and consistent results. Each search targets one connector at a time, but agents combine results from multiple connectors in a single conversation, so you can ask questions that span Salesforce, Zendesk, and Stripe without managing any of those APIs yourself.

Act​

Agents execute operations against connected systems in real time. Every connector exposes a uniform interface:

  • Read. List, get, and search records from any connector.

  • Write. Create and update records: send a message, close a ticket, update a contact.

The interface is the same across every connector and every access path. Airbyte always uses the same entities, actions, and parameters.

What you can do with it​

  • Ask an agent to find all enterprise customers with open support tickets this week.

  • Update a Jira ticket or send a Slack message based on data from your CRM.

  • Ask questions that span Salesforce, Zendesk, and Stripe in a single conversation.

  • Build a scheduled automation that summarizes daily pipeline activity.

  • Connect ChatGPT, Claude, or Cursor to your business data with a one-line MCP config.

Who Airbyte Agents is for​

  • AI companies building multi-tenant agent products that need reliable data access at scale.

  • Engineering teams adding real-time business data to internal agents and tools.

  • Operations teams and individual users who want their AI tools to work with real business data, no coding required.

Four ways to use it​

Airbyte Agents supports four interfaces. They all connect to the same platform, so connectors and credentials you configure through one interface are available to all of them.

  • Web app: Chat with an Airbyte-hosted agent or build scheduled Automations. No code required.

  • MCP server: Connect MCP-capable agents like ChatGPT, Claude, and Cursor to your data. Nothing to install.

  • Python SDK: Build agents with typed connectors, automatic credential handling, and framework integrations.

  • Agent API: Manage connectors, tokens, and execution from any language or backend.

For help choosing, see Choose how to use Airbyte Agents.

Pricing​

Airbyte Agents offers a free plan with no credit card required. Paid plans scale based on Agent Operations (AOs), a unit of work derived from tool calls and token usage. For details, see Billing and pricing.

Next steps​

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