Production agents,
unforked.

A production-grade FastAPI agent with streaming, observability, and zero magic.

Compile your data into task-ready knowledge artifacts with Pinecone Nexus — and ground answers with typed, per-field citations.

Add Tavily fresh web context to a Pinecone-backed book recommender so stale vectors can answer current questions.

Use a typed LangGraph to route requests, cap work, and reduce time to first useful response.

Let a Nebius-backed LangChain agent remember prior turns inside one conversation thread.

Persist user preferences and facts across threads with LangChain stores backed by Postgres.

Trace, inspect, monitor, and improve a Nebius-backed LangChain agent with LangSmith.

Stop unsafe or malformed agent behavior with LangChain guardrail middleware.

Let a book agent take a real test-mode action by creating a Stripe checkout link through MCP.