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Anthropic CCAR-F Exam Syllabus Topics:

Anthropic Claude Certified Architect - Foundations Sample Questions:

Question 1

Your MCP server includes archive_file(file_id) and delete_file(file_id) tools. Production logs show the agent calls delete_file when users ask to "remove old backups," but company policy requires archiving backup files. Both tools currently have minimal descriptions: "Archives a file" and
"Deletes a file." Which change most directly improves tool selection for this scenario?

A. Expand tool descriptions to clarify use cases, adding guidance like "Do not use for backup files" to delete_file.
B. Implement server-side validation that rejects delete_file calls for files tagged as backups, returning an error message suggesting archive_file.
C. Add few-shot examples to the system prompt demonstrating that requests involving "backup" or
"old" should use archive_file.
D. Add a confirmation step that requires users to type "CONFIRM DELETE" before delete_file executes.

Question 2

After the web search agent and document analysis agent complete their tasks, the coordinator invokes the synthesis agent. However, the synthesis agent responds that it cannot complete the task because no research findings were provided. What is the most likely cause of this issue?

A. The subagents need to share a single API connection to enable automatic context sharing between invocations.
B. The synthesis agent needs tools that can fetch results directly from the other agents' conversation histories.
C. The coordinator did not include the outputs from the previous agents in the synthesis agent's prompt.
D. The synthesis agent's context window is not large enough to hold the combined outputs from both previous agents.

Question 3

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.
An engineer who recently joined the team asks the agent to explain the authentication and authorization architecture before making security improvements. The codebase contains more than 800 files across multiple services.
What exploration strategy will most effectively build understanding while respecting context limits?

A. Read all CLAUDE.md and README files first, and then ask the engineer to identify the 10?5 most important authentication files.
B. Launch parallel subagents to explore every service simultaneously, and then synthesize their findings into an architectural overview.
C. Use Grep to locate authentication entry points, read those files, and then follow imports and function calls incrementally to map the authentication flow.
D. Read all files containing auth, login, permission, or token in their filenames or contents.

Question 4

A customer raises three separate issues during one session: a refund inquiry (turns 1-15), a subscription question (turns 16-30), and a payment method update (turns 31-45). At turn 48, the customer asks "What happened with my refund?" The conversation is approaching context limits.
What strategy best maintains the agent's ability to address all issues throughout the session?

A. Implement sliding window context that retains the most recent 30 turns.
B. Extract and persist structured issue data (order IDs, amounts, statuses) into a separate context layer.
C. Summarize earlier turns into a narrative description, preserving full message history only for the active issue.
D. Rely on MCP tools to re-fetch relevant information on demand when the customer references earlier issues.

Question 5

A retail organization observes that Claude occasionally gives different wording when summarizing identical customer reviews. The summaries remain accurate. What is the MOST likely explanation?

A. The API returned cached responses.
B. Claude is malfunctioning.
C. Large language models are probabilistic.
D. Retrieval failed.

Solutions: