RAG & Agents Engineering

M39 lab, building MCP servers and clients

Every session has a price on the wire.

Two Larkspur MCP servers, handbook and status, driven through mcp 1.30.0 and langchain-mcp-adapters 0.3.2. Pick a transport and a client, then move the number of tool calls. Every row and count below was recorded from a real run; nothing is simulated.

Transport
Client
Processes the client started
Sessions opened
JSON-RPC messages
HTTP requests

Every message in this run

#ServerMessageCarried byReply
#ServerMessageCarried byReply

All eight setups at this many calls

TransportClientProcessesSessionsMessagesHTTP

Recorded twice on fresh servers; both runs gave the same rows for all 64 settings. Parallel requests during setup can arrive in a different order from run to run.