AI agent memory starter kits: OpenAI, LangGraph, Vercel, LiveKit, and PyAI
Pre-releaseContextDB memory starter kits for OpenAI Agents, LangGraph, Vercel AI SDK, LiveKit, and PyAI
ContextDB now ships five public starter applications for adding persistent,
action-aware memory to popular agent frameworks.
Framework session state solves the current thread. These starters show the
separate lifecycle needed for selected user facts that must survive a new
thread, process, deployment, room, or phone call.
Included starter kits
- OpenAI Agents SDK for Python
- LangGraph for Python
- Vercel AI SDK for TypeScript
- LiveKit Agents with PyAI speech
- PyAI Omni with the official Twilio bridge
Each starter demonstrates:
- stable server-side user partitioning,
- recall before the model answers,
- guarded ContextDB context injection,
- deliberate memory writes instead of transcript dumping,
- action evaluation before external side effects,
- server-only credential handling,
- a direct path to the hosted Memory Testbench.
One-command start
npx degit atomsai/contextdb-clients/starters contextdb-agent-starters
cd contextdb-agent-starters/openai-agents-pythonChoose another starter directory to use a different framework.
Client releases
- Python:
contextdb-cloud-client==0.1.0a4 - TypeScript:
@contextdb/cloud@0.1.0-alpha.5
The client APIs are unchanged. These releases update package discovery,
examples, and version metadata. The Python package's exported __version__
now matches its package metadata.
Verification
- Python examples install and import against pinned current framework versions.
- TypeScript examples install from lockfiles and pass strict TypeScript checks.
- Public boundary CI rejects hosted control-plane symbols in clients and
starter source. - The existing Python and TypeScript client suites remain unchanged and green.
Links
Status and limitations
The starters, clients, and hosted service are alpha. They are reference
applications, not deployment templates or availability guarantees. External
framework APIs were verified on 2026-08-21. Review identity mapping, retention,
error handling, provider terms, and action policy for your application.