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Book Overview & Buying
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Table Of Contents
Model Context Protocol for LLMs
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This implementation of a performance optimization framework demonstrates the key concepts we've discussed throughout this chapter. This practical example shows how to measure and evaluate MCP system performance across multiple dimensions: capability discovery, cross-component coordination, adaptive performance characteristics, and end-to-end user scenarios. By breaking down the code into logical sections, you'll see how these concepts translate into working code that can be used to assess the health and efficiency of your MCP implementations. Each part builds upon the previous one, creating a comprehensive testing framework that embodies the best practices for optimizing system performance:
OptimizationMetrics data class and implement an LRU cache that keys entries on both the query string and the user context:
import asyncio
import time
import json
import statistics
import random
from...