Run an agent across a distributed cluster
Coordinator + worker (or P2P mesh) over gRPC, with least-loaded routing and checkpoint hand-off. Ship the same agent code to a cluster without rewriting it.
Recipes
Cookbook patterns.
Short, focused walkthroughs of the patterns we keep seeing in production. Copy-paste, adapt to your stack, ship.
Human-in-the-loop approval before risky tool calls
Pause the graph before a sensitive tool fires, surface the proposed call to a human, then resume with their decision. Used for refunds, prod DB writes, transfers.
Wrap an MCP server as Agentmatic tools
Connect to any MCP (Model Context Protocol) server and expose its tools to your agent. Three lines for stdio servers, four for SSE.
The RAG pattern: retrieval-augmented generation
A retrieval-augmented generation agent: embed the question, look up relevant chunks, synthesize a grounded answer with citations. The right default for Q&A over your docs.
The Supervisor pattern: routing to specialist sub-agents
A supervisor agent that reads the user message and routes to specialist sub-agents (docs, billing, escalation). The default pattern for multi-domain customer-facing agents.
The ReAct pattern: reason-then-act with tool calling
A reusable ReAct (reason + act) loop for tool-calling agents. Includes the prebuilt create_react_agent helper plus a hand-rolled StateGraph version in 5 languages.
Ship your next agent in minutes, not weeks.
MIT licensed. Drop-in for LangGraph. Native SDKs in 5 languages. Battle-tested resilience primitives in the box.