Integration paths
SDKs
Use a language-specific client to integrate platform operations into your application code. Choose the SDK that matches your runtime and verify its supported methods and release requirements.
REST API
Connect from any environment that can make authenticated HTTP requests. Useful for custom runtimes, internal services, and applications without a supported SDK.
Agent frameworks
Integrate memory and context workflows into your existing agent architecture. The available setup depends on the framework adapter and the operations it supports.
Model Context Protocol
Where a supported MCP server is available, connect compatible tools and clients through the documented protocol interface.
Data sources and storage
Connect supported databases or upstream systems when you need to ingest, synchronize, or retrieve information from existing infrastructure.
SDKs
TypeScript / JavaScript, Python.
API access
REST API, webhooks where supported.
Agent frameworks
Verified adapters for supported frameworks and versions.
Tool protocols (MCP)
MCP server where supported.
Data systems
Verified databases, storage systems, and connectors. Confirm connector support with your deployment.
Choose your path
Integration catalog
Integration best practices
- Keep API credentials on trusted server-side systems.
- Use least-privilege access and clear ownership boundaries.
- Define timeouts, retries, and idempotency behavior where applicable.
- Monitor connector failures and synchronization lag.
- Test update and deletion behavior across integrated systems.
- Pin and validate dependency versions before production rollout.

