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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

1. While configuring prompt engineering standards for a production application, you must decide when to implement few-shot examples. Which of the following scenarios represent the most effective use cases for few-shot prompting? Choose 2 correct answers.

A) Tasks requiring a custom, non-standard output format that Claude does not handle natively.
B) Tasks requiring standard output formats like valid JSON, where tool_use is already implemented.
C) Simple, well-defined data extraction tasks with clear objective criteria.
D) Ambiguous classification tasks where the boundaries between categories are fuzzy or subjective.

2. When splitting a generic MCP tool (e.g., analyze_document) into purpose-specific tools, which of the following represent improved tool design practices? Choose 2 correct answers.

A) Combining all extraction and summarization functions into a single tool with 25 optional parameters.
B) Renaming the tools to have completely identical descriptions to let the LLM randomly balance the load.
C) Eliminating functional overlap by ensuring descriptions differentiate each tool's exact purpose.
D) Creating specific tools with defined input/output contracts like and sununarize_content.

3. When configuring a project-level Jira Model Context Protocol (MCP) server for a development team, what is the required method for securely managing authentication credentials?

A) Hardcode the API tokens directly in the .mcp.json file to ensure all team members can access the integration.
B) Define the server in the project-scoped .mcp.json file using environment variable expansion like ${JIRA_TOKEN}.
C) Store the credentials in an encrypted secrets .json file referenced by the CLAUDE .md configuration.
D) Configure the server in the user-scoped ~/ . claude. json file so credentials remain local to each developer.

4. Which of the following statements represent correct principles of tool distribution and interface design? Choose 2 correct answers.

A) Providing detailed input formats, edge cases, and boundaries in tool descriptions prevents the model from misrouting requests between similar tools.
B) Increasing the total number of tools given to a single coordinator agent inherently improves its decision-making accuracy.
C) Grouping related tools and assigning them to specialized subagents improves tool selection reliability.
D) Setting tool_choice: "auto" forces Claude to always execute at least one tool.

5. When designing an agent to interact with a backend database, it is critical to distinguish between access failures and valid empty results.
Which of the following statements correctly describe handling these scenarios? Choose 2 correct answers.

A) A valid empty result (searched successfully, but no matches) should return isError: false.
B) An access failure (e.g., database timeout) should return isError: true so the agent knows the check was not actually performed.
C) An access failure should silently return an empty array C] to smoothly transition to alternative tools.
D) Both access failures and empty results should throw fatal exceptions to the coordinator to halt execution.

Solutions: