In brief LangChain MCP Adapter 2.0 supports stateless MCP. Modern servers no longer need a transport session to persist between tool calls, which makes ordinary load balancing easier. Stateless transport does not remove application state. Your booking, payment, or other workflow still needs durable identifiers and storage. Tools can pause for a person. MCP elicitation […]
Build a Claude Code playbook with persistent context, reusable skills, hooks, agents, safer MCP, and verification systems that make delivery more dependable.
Build a dependable Claude Code workflow with better context, bounded parallel work, reusable skills, MCP security, and verification that proves a change is ready.
Quick summary APIs expose capabilities: An API defines how software interacts with a system. MCP standardises discovery: AI applications use a common protocol to find and call tools and access context. They work together: MCP often sits above existing APIs rather than replacing them. Choose by workflow: Fixed integrations and assistants that select tools have […]