Prepare with Anthropic CCDV-F exam practice material, pass for sure

You are building an MCP server that exposes several internal data sources as MCP resources. The server needs to be deployed so multiple Claude applications can integrate with it.
How would you approach the build and deployment?

• A. Bypass the MCP server and embed each data source directly in every Claude application that needs the data, with each application maintaining its own integration.
• B. Deploy the MCP server only on individual developer machines, with the Claude applications unable to reach the server outside each developer's machine.
• C. Build the MCP server with resource and tool definitions scoped to the first Claude application that needs it, and extend the definitions to additional applications as each integration is requested.
• D. Author the server with clearly defined resources, tools, and prompts, choose a communication pattern, and deploy to an accessible hosting environment.

Your Claude application validates structured output but has been treating validation failures as terminal errors. Each validation failure causes the entire user request to fail. The team wants to handle validation failures more gracefully.
How would you handle the validation failures?

• A. Pass validation failures directly to downstream systems and let each downstream system decide how to handle the malformed output.
• B. Tell users that validation failures are unavoidable and instruct them to perform manual accuracy checks before relying on outputs.
• C. Treat validation failures as a recognized error path that triggers retry, repair, or fallback logic before failing the user request.
• D. Disable output validation until the underlying cause of validation failures has been identified and addressed in a future release.

You are designing a Claude application that maintains user sessions across multi-turn conversations. The product team has asked how the application will handle session lifecycle: when sessions should expire, how state is reset, and how the application avoids carrying stale context into new conversations.
How would you design session lifecycle?

• A. Define explicit session expiration rules, state reset triggers, and rules for starting fresh sessions so stale context does not leak into new conversations.
• B. Define explicit session expiration rules but rely on users to start new conversations when they want fresh context, with no automatic reset triggers in the application.
• C. Define state reset triggers tied to specific application events but apply them across all sessions globally, with no per-session expiration rules.
• D. Define a single short session timeout that applies across all conversations and treat the timeout as the application's complete session lifecycle mechanism.

A Claude application is occasionally refusing to answer questions that should be in scope, including questions the application has answered correctly in the past. You want to investigate.
What is the first step of your investigation?

• A. Assess whether the refusals cluster around specific input patterns, question types, or time periods by analyzing the distribution of refused requests in the logs.
• B. Test whether removing or adjusting those instructions resolves the behavior.
• C. Identify which questions have been refused and compare them against previously answered questions to determine what changed between the successful and refused interactions.
• D. Examine traces of the refused requests to identify what triggers the refusal, whether input patterns, system prompt content, or other context.

You are setting up Claude Code for a new project repository. Your team has shared coding standards, preferred libraries, and project-specific context that every developer working on the repository should have available when they use Claude Code.
How would you set this up?

• A. Document the standards in a separate wiki page maintained outside the repository so the documentation stays decoupled from the source code.
• B. Configure Claude Code through environment variables that each developer sets on their own machine when they begin working in the repository.
• C. Initialize Claude Code in the repository and document the standards and project-specific context in a CLAUDE.md file at the repository root.
• D. Add the coding standards and project context to the repository's existing README file and direct developers to reference it when starting Claude Code sessions.