Framework adapters
Framework adapters use the same retain/recall/writeback contracts as first-party agents, but they usually run inside your application process rather than a desktop agent.
| Adapter | Use it for | Default memory behavior |
|---|---|---|
| LangGraph | Stateful graph agents and node-level recall | Pre-node recall, post-node writeback |
| CrewAI | Multi-agent crews with role separation | Per-agent private memory plus promoted shared facts |
| AutoGen | Conversational multi-agent workflows | Explicit group handoff summaries |
| Pydantic AI | Typed agent tools and validated outputs | Tool-backed retain/recall with schema validation |
| LiteLLM | OpenAI-compatible gateway clients | Gateway memory injection and writeback |
Use scoped keys per app or worker. Do not give framework workers admin keys.