MCP Integration in Claude Code: Scopes, Resources and Built-in Tools
Configure MCP servers in Claude Code at project or user scope with env variables, use resources for catalogues, and pick Grep, Glob, Read, Edit or Write.
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1,677 articles · page 2 of 140MCP Tool Error Handling: isError, Error Categories and Retries
Return structured MCP tool errors to Claude with isError, error categories and retryable flags, and learn why an empty result is not a failure.
Claude Tool Design: Descriptions, Tool Distribution and tool_choice
Write Claude tool descriptions that stop misrouting, give each agent the right tools, and use tool_choice auto, any or forced selection correctly.
Task Decomposition and Session Management in Claude Code
Choose prompt chaining or dynamic decomposition, split reviews into per-file and integration passes, and pick resume, fork or fresh start in Claude Code.
Claude Agent SDK Hooks, Prerequisite Gates and Human Handoffs
Use Claude Agent SDK hooks and prerequisite gates for rules that must always hold: block risky tool calls, normalise tool results and hand off to humans.
Multi-Agent Orchestration with Claude: Coordinators and Subagents
Design coordinator and subagent systems with the Claude Agent SDK: Task tool, allowedTools, explicit context passing, parallel subagents and decomposition.
Claude Agentic Loop: stop_reason, Tool Results and Anti-Patterns
Build a correct Claude agentic loop: check stop_reason, run tool_use blocks, return tool_result messages and avoid the termination traps the exam tests.
The 6 CCAR-F Exam Scenarios Explained
The six CCAR-F scenarios explained: support agent, Claude Code, multi-agent research, developer tools, CI/CD and data extraction. Know what each tests.
Claude Certified Architect – Foundations (CCAR-F) Exam Guide
CCAR-F exam guide: 60 items in 120 minutes, 4 of 6 scenarios, five weighted domains, scoring, registration and out-of-scope topics. Study the right things.
Claude Certifications Explained: All 4 Anthropic Exams (2026)
Compare all four Anthropic Claude certifications: format, cost, passing score, who can sit them and which to take first. Plan your certification path now.
QA Mock Interview with AI: Ethics, Company Policy and Final Review
Run a full QA mock interview with AI, learn the ethical rules for using AI in interviews and at work, and create your final review plan for this…
AI System Design Interview: Design a QA Agent Step by Step
Prepare for an AI system design interview by designing a QA agent step by step, covering requirements, components, safety, evaluation, cost and failures.
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