Pre-materialized context
The work of assembling context happens before the agent runs, not at query time. One query returns the full picture.
THE AGENT SDK
Authenticate once, then read and write to 50+ business systems with typed Python methods. Airbyte manages auth, pagination, and rate limits.
~/airbyte-agent — agent.py
from airbyte_agent_sdk import connect
hubspot = connect("hubspot")
stripe = connect("stripe")
# Typed shortcut on a typed connector
contacts = await hubspot.contacts.list(limit=10)
# Generic execution works on every connector
customers = await stripe.execute("customers", "list", params={"limit": 10})
Three steps from install to a production tool call.
# .env
AIRBYTE_CLIENT_ID=<your_client_id>
AIRBYTE_CLIENT_SECRET=<your_client_secret>import asyncio
from airbyte_agent_sdk import Workspace
async def main():
async with Workspace() as ws:
connectors = await ws.list_connectors()
print(connectors)
asyncio.run(main())THE CONTEXT STORE
Your business data from every connected system, replicated, unified, and indexed before any agent runs. Queryable in milliseconds. Structured for tool calls, not SQL dashboards.
What's the status of the Datacore Systems deal?
AGENT
Datacore Systems has an $85K deal in Proposal stage
salesforce,
3 Gong calls in the last 30 days
, and 2 open support tickets
about API rate limits
.
One prompt pulls context from Salesforce, Gong, Zendesk, and anywhere else you're connected.
Up to 80% fewer tokens on a single query
40% fewer tool calls vs. native vendor MCPs
90% cost savings on multi-source queries
The work of assembling context happens before the agent runs, not at query time. One query returns the full picture.
Pre-built for speed. Live API fallback when the freshest state matters.
Built-in OAuth, schema handling, and incremental sync. You maintain zero.
Built-in OAuth, schema handling, incremental sync, and growing write-action support. The same connector infrastructure that runs 1.5M pipelines daily, purpose-built for agents.
Generated submodules with IDE autocompletion and method-level docstrings.
list_entities() and entity_schema() expose every entity, action, and parameter.
An AirbyteError hierarchy plus raw httpx errors, catchable in one place.
A token scoped to one workspace can't reach another.
Stream attachments with download(), or save in one call with download_local().
Built for agent runtimes, from notebooks to production.
Open source. Self-hostable. Your data stays yours.
compliance
SOC 2 Type II certified, GDPR and HIPAA support, with tools to help you meet internal and external regulatory requirements.
24/7 support and 99.9% availability backed by contractual SLAs and priority response times for mission-critical workloads.
Connect your systems once. Every agent you build runs on the same unified data layer.