AI certification prep
Scenario-based practice questions for AI certifications, right in your browser: pick an answer, see the explanation instantly, filter by domain and review your mistakes.
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Anthropic
CCA Foundations — Practice questions
77 scenario-based multiple-choice questions on agent design, multi-agent systems, tools and MCP, Claude Code, structured extraction and the Batch API, with an explanation for every answer.
- Agent design & task decomposition · 4
- Multi-agent systems · 18
- Tools & MCP · 5
- Customer support agents · 15
- Claude Code & codebase exploration · 19
- Structured extraction & Batch API · 16
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Anthropic
CCA-F — Practice test 01 (147 questions)
147 scenario-based questions from a CCA-F practice test: multi-agent systems, tool design and MCP, extraction, context management, support agents, Claude Code and automated code review. 64 come with explanations; disputed answers are flagged.
- Multi-agent systems · 27
- Tool design & MCP · 25
- Structured extraction & Batch API · 26
- Conversations & context management · 22
- Customer support agents · 13
- Claude Code workflows · 26
- Automated code review · 8
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Anthropic
CCA-F — Practice test 02 (60 questions, explained)
60 scenario questions for Claude Certified Architect – Foundations, each with an overall explanation and why every option is right or wrong: agentic loops, multi-agent, tools & MCP, Claude Code, extraction, support agents and code review.
- Agentic loop & multi-agent · 15
- Tool design & MCP · 9
- Structured extraction & Batch API · 7
- Customer support agents · 6
- Claude Code & configuration · 17
- Automated code review · 6