LangGraph MCP surface: MCP-exposed runs remain stateless
Sources (as of 15 September 2026): langchain-ai/langgraph issue 8725 and LangSmith server MCP docs
Quote issue 8725:
When a LangGraph Platform deployment is exposed as an MCP server, every tool call is executed as a temporary run: no durable state exists even while it runs (checkpointer=None), and its auto-created thread is deleted on completion.
Quote LangSmith docs:
The current LangGraph MCP implementation does not support sessions. Each /mcp request is stateless and independent.
ReadyAgents 2.0.6: PARTIAL. We persist local workflow state and support resume/approval pauses. Opt-in loopback Streamable HTTP implements MCP 2026-07-28 tasks (start/poll/decide/cancel), but there is still no hosted recovery surface. This comparison is about the MCP surface, not LangGraph's other surfaces.