Directed graph agent workflows — SQLite checkpointers for persistence, human-in-loop interrupts, 13.9K stars. Here are 10 similar tools you can use — including open-source options.
Production-grade directed graph agent orchestration — checkpointing, human-in-loop, streaming, LangSmith integration
LangGraph + Telegram multi-agent system — supervisor orchestrating Email, Calendar, Notion, Slack sub-agents
28.7K-star PTB library — built-in JobQueue for proactive messages, ConversationHandler, PicklePersistence
529× faster agent instantiation than LangGraph, 50× lower memory — plug-and-play SQLite/JSON storage