MCP Roots vs Resources vs Tools explains the practical difference between scope, information, and executable capabilities in production MCP servers, including security,…

Shahnawaz Khan Aug 8, 2026 46 min read

MCP Roots security architecture showing workspace validation, path protection, AI context and MCP server controls

AI & Agentic Engineering

MCP Roots Explained: Powerful and Secure Filesystem Access for AI Agents

Learn MCP Roots security with 7 powerful lessons covering path validation, permissions, root changes, AI context, RAG, tools, and safe filesystem access.

Shahnawaz Khan Aug 8, 2026 42 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

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 Prompts architecture illustrating prompt registration discovery template generation parameter substitution governance and security in the Model Context Protocol

AI & Agentic Engineering

MCP Prompts Explained: Reusable AI Instructions in the Model Context Protocol

Master MCP Prompts with this complete guide covering prompt registration, discovery, templates, parameters, security, governance, versioning, and production best practices.

Shahnawaz Khan Jul 14, 2026 20 min read

MCP Resources architecture showing registration discovery URI templates caching streaming and security in the Model Context Protocol

AI & Agentic Engineering

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