Engineer Wraps MCP Calls in LangGraph to Fix Slow, Non-Deterministic Agent

colinmcnamara · x · 2026-11-10

Joseph Fluckiger's fraud agent originally ran on a single 2,000-line prompt with some 30 tools. It was slow — a single run could take four minutes — and non-deterministic.

His fix: a LangGraph flow where plain code turns raw MCP calls into just the signal the agent needs, making runs much faster and more deterministic.

Related event: Engineer Rebuilds 2,000-Line Prompt Fraud Agent with LangGraph for Speed(2 posts)→

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