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Model Context Protocol

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FastAPI 0.141.1 automated API testing for QA engineers
Tool News
FastAPI 0.141.1 Released: Background Task Fixes That Strengthen Modern API Development

Explore FastAPI 0.141.1, featuring fixes for background tasks and dependency-generated headers in app.frontend(). Learn what changed, upgrade steps, QA insights, and testing…

Shahnawaz Khan Jul 30, 2026 18 min read
n8n 2.32.6 workflow automation platform update for QA engineers
Tool News
n8n 2.32.6 Released: Smarter Scheduling Improvements Every QA Engineer Should Know

Explore n8n 2.32.6, featuring improved support for 5-field cron expressions in the Schedule Trigger. Learn what changed, upgrade steps, testing guidance, and…

Shahnawaz Khan Jul 30, 2026 19 min read
CrewAI 1.15.8 AI agent workflow improvements for QA engineers
Tool News
CrewAI 1.15.8 Released: Smarter AI Agent Workflows and Reliability Improvements Every QA Engineer Should Know

Explore CrewAI 1.15.8, featuring the new WaitTool, FileWriterTool fixes, E2B configuration improvements, migration guidance, and expert analysis for QA engineers, SDETs, and…

Shahnawaz Khan Jul 29, 2026 20 min read
MCP Sampling architecture showing server client AI model communication human approval security governance and response generation in the Model Context Protocol
AI & Agentic Engineering
Day 13: MCP Sampling Explained: How Servers Request AI Model Completions

Master MCP Sampling with this complete guide covering sampling requests, AI model communication, human approval, security, governance, and production best practices.

Shahnawaz Khan Jul 22, 2026 20 min read
MCP Servers 2026.7.10 Released updating Filesystem, Git, Fetch and Time servers for enterprise AI workflows
Tool News
MCP Servers 2026.7.10 Released — What’s New for QA Engineers

MCP Servers 2026.7.10 Released updates the Filesystem, Git, Fetch, and Time servers. Learn what this maintenance release means for QA Engineers, AI…

Shahnawaz Khan Jul 11, 2026 11 min read
MCP Resources architecture showing registration discovery URI templates caching streaming and security in the Model Context Protocol
AI & Agentic Engineering
Day 11: MCP Resources Explained: Sharing Data Without Executing: Best Practices Every AI Engineer Must Know

Learn MCP Resources with this complete guide covering resource registration, URI design, discovery, templates, security, caching, streaming, and production best practices.

Shahnawaz Khan Jul 8, 2026 21 min read
MCP Tools architecture illustrating design schema discovery execution validation and security in Model Context Protocol
AI & Agentic Engineering
Day 10: MCP Tools Explained: Building the Core Capabilities of an MCP Server

Master MCP Tools with this complete guide covering tool design, schemas, registration, discovery, execution, security, validation, and production best practices.

Shahnawaz Khan Jul 5, 2026 21 min read
MCP Server Lifecycle architecture showing startup capability registration request execution monitoring and graceful shutdown
AI & Agentic Engineering
Day 9: MCP Server Lifecycle: From Startup to Graceful Shutdown

Why Understanding the MCP Server Lifecycle Matters Every successful interaction in the Model Context Protocol depends on two participants: the MCP Client…

Shahnawaz Khan Jul 4, 2026 21 min read
MCP Client Lifecycle diagram showing initialization discovery tool execution and shutdown in Model Context Protocol
AI & Agentic Engineering
Day 8: MCP Client Lifecycle: From Initialization to Tool Execution

Learn the MCP Client Lifecycle from initialization to tool execution, discovery, request handling, cancellation, and shutdown with practical production examples.

Shahnawaz Khan Jul 3, 2026 25 min read
MCP Transport Layer architecture comparing STDIO HTTP SSE and WebSockets for production AI systems
AI & Agentic Engineering
Day 7: Master the 4 MCP Transport Layer Options: STDIO vs HTTP vs SSE vs WebSockets

Learn the MCP Transport Layer by comparing STDIO, HTTP, SSE, and WebSockets. Discover when to use each transport for production-ready MCP applications.

Shahnawaz Khan Jul 2, 2026 20 min read