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The context layerfor AI agents.

Connect once, and your agents get pre-indexed context with real-time read/write accessto your CRM, support desk, code repos, and more through our MCP, SDK, and CLI.

$ curl -fsSL https://airbyte.ai/install.sh | bash

try it freeTalk to sales

Why agents struggle in production

MCPs give agents access. They do not give agents a map.

Every answer becomes a live crawl across Salesforce, Zendesk, Stripe, and the rest. The agent burns tokens, hits rate limits, and can only find what it already knows to ask for.

  • Token waste

    Raw API responses pile up in the context window before the agent starts reasoning. It spends tokens cleaning data instead of answering.

  • Latency

    Every source is another round trip. Five systems means five sequential API calls, each with its own rate limits, before the agent can begin.

  • No map

    APIs only answer questions you already know how to ask. The agent can't see what data exists or how it connects.

The architecture

One layer between your systems and your agents.

Airbyte connects your tools, builds your context, and serves it to any agent you run.

  1. 01

    Connect to your sources from our library of managed connectors with built-in OAuth.

  2. 02

    Airbyte builds your context. Replicated, unified, and indexed before any agent runs. Always fresh.

  3. 03

    Every agent queries one layer instead of crawling live APIs.

Meet the Context Store

It's your context. Choose where your data lives, keep it portable, never locked in.

For developers

Your harness. Our data infrastructure.

Use the CLI, SDK, API, or MCP with any agent framework. Airbyte manages the connectors, OAuth, tool schemas, and action execution underneath your stack.

CLI
# Install and authenticate
curl -fsSL https://airbyte.ai/install.sh | bash
airbyte-agent login
CLI docs