CCAR-F Study Guide

The Six CCAR-F Exam Scenarios Explained

Each scenario sets up a realistic production context, then asks a cluster of questions about it. The exam draws four of the six at random, so prepare for all of them. Our workshop's six labs mirror these scenarios.

Scenario 1 — Customer Support Resolution Agent

A support agent with tools to look up customers and orders, process refunds and escalate to a human. Tests: escalation logic, enforcing tool order (verify the customer before refunding — in code, not in the prompt), and handling messages that contain several issues.

Scenario 2 — Code Generation with Claude Code

A team using Claude Code in its everyday workflow. Tests: the CLAUDE.md hierarchy, path-specific rules, plan mode versus direct execution, and delegating exploration to a subagent. See Domain 2.

Scenario 3 — Multi-Agent Research System

A coordinator dispatching to research, analysis, synthesis and report subagents. Tests: passing context explicitly, spawning in parallel, and propagating errors with coverage gaps instead of hiding them. See Domain 1.

Scenario 4 — Developer Productivity with Claude

An agent built with the Agent SDK to explore codebases and automate tasks. Tests: choosing the right built-in tool (Grep, Glob, Read, Edit, Write), MCP resource design, and persisting findings in a scratchpad.

Scenario 5 — Claude Code for Continuous Integration

Claude Code inside a pipeline for review and test generation. Tests: the -p flag, JSON output flags, and using independent sessions for unbiased review.

Scenario 6 — Structured Data Extraction

Pulling structured data out of documents at scale. Tests: tool_choice, nullable schema fields, validation-retry loops, batch strategy and routing low-confidence fields to human review. See Domain 3.

How to use this page

For each scenario, ask yourself: what would I enforce in code, what context does each agent need passed explicitly, which tools would I expose, and where could context get lost? If you can answer those four for all six, you are in good shape.

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Study notes, not official material. This guide is written by Agmo Academy to help you prepare. It is not affiliated with or endorsed by Anthropic — always confirm details against Anthropic's current exam guide before you sit the exam.

Sources

Common Questions

FAQ

How many scenarios appear on the CCAR-F?
There are six, and each exam draws four of them at random, so you cannot know in advance which ones you will get.

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