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Anthropic CCAR-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Tool Design & MCP Integration18%- MCP tool, resource and prompt implementation
- Error handling and tool response formatting
- Tool distribution and permission controls
- Model Context Protocol (MCP) architecture and JSON-RPC 2.0
- Tool schema design and interface boundaries
Topic 2: Agentic Architecture & Orchestration27%- Multi-agent patterns: coordinator-subagent and hub-and-spoke
- Agentic loop design and stop_reason handling
- Task decomposition and dynamic subagent selection
- Error recovery, guardrails and safety patterns
- Session state management and workflow enforcement
Topic 3: Prompt Engineering & Structured Output20%- Explicit criteria definition and few-shot prompting
- Validation, parsing and retry loop strategies
- JSON schema design and structured output enforcement
- System prompt design and persona alignment
Topic 4: Claude Code Configuration & Workflows20%- CI/CD integration and non-interactive mode parameters
- CLAUDE.md hierarchy, precedence and @import rules
- Hooks vs advisory instructions
- Path-specific rules and .claude/rules/ configuration
- Custom slash commands and plan mode vs direct execution
Topic 5: Context Management & Reliability15%- Context window optimization and prioritization
- Context pruning and summarization strategies
- Token budget management and cost control
- Idempotency, consistency and failure resilience

Anthropic Claude Certified Architect - Foundations Sample Questions:

You are building developer-productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools--Read, Write, Bash, Grep, and Glob--and integrates with Model Context Protocol (MCP) servers.
Your productivity agent connects to three MCP servers: an issue tracker with search_issues, get_issue, and create_comment; a documentation wiki with search_docs, get_page, and list_spaces; and a database explorer with run_query, get_schema, and list_databases. For cross- system questions such as, "Which database tables are affected by the authentication refactor in PROJ-1234?", the agent makes eight to ten sequential exploratory calls, lacks visibility into each server's available content, and exhausts context before completing complex investigations.
What architectural change best leverages MCP capabilities to address these problems?

  • A. Expose each server's content catalog as MCP resources, including issue summaries, documentation hierarchies, and database schemas.
  • B. Consolidate all three systems into one unified MCP server with cross-referencing capabilities.
  • C. Add a prepare_investigation tool to each server that accepts a natural-language question and returns relevant summaries.
  • D. Add an orchestrator that routes each question to one server based on keywords.
Answer: A

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A company is building its first production Claude application. Which principle should guide the initial deployment?

  • A. Start with a simple design and iteratively evaluate improvements.
  • B. Optimize only for response speed.
  • C. Disable monitoring to reduce costs.
  • D. Maximize prompt complexity immediately.
Answer: A

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Your automated review calls the Claude API for each pull request, using tool_use with a report_findings tool that returns a JSON array of finding objects. Each object contains file_path, line_number, severity, category, and description. During testing on a large pull request touching more than 30 files, the response reaches the max_tokens limit and is truncated in the middle of the JSON, causing your pipeline's parser to fail. What is the most effective way to handle this?

  • A. Split the review into multiple API calls that each analyze a subset of the changed files, and then merge the resulting findings arrays.
  • B. Add retry logic that detects truncated JSON and resends the request with instructions to report only critical-and high-severity findings.
  • C. Increase max_tokens to the model's maximum and instruct Claude to keep each finding description under 50 words.
  • D. Switch from tool_use to prompting Claude to return findings as a Markdown list.
Answer: A

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Which practice MOST improves prompt maintainability?

  • A. One paragraph containing all instructions.
  • B. Random ordering.
  • C. Minimal punctuation.
  • D. Clearly separated sections with headings.
Answer: D

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Your process_refund tool returns two types of errors: technical errors ("503 Service Unavailable",
"Connection timeout") that are transient (5% of calls), and business errors ("Order exceeds
30 day return window", "Item already refunded") that are permanent (12% of calls). Monitoring shows the agent wastes 3-4 turns retrying business errors that can never succeed. Currently, both error types return only a plain text message to Claude. What's the most effective way to reduce wasted retries while improving customer-facing response quality?

  • A. Return structured error responses with retriable: false for business errors and a customer-friendly explanation for Claude to use.
  • B. Add a check_refund_eligibility tool that must be called before process_refund to prevent business rule violations.
  • C. Add few-shot examples showing how to distinguish retriable from non-retriable errors by parsing error message text.
  • D. Implement automatic retry logic at the tool level for technical errors only, passing business errors to Claude without retries.
Answer: A

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