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Anthropic CCDV-F Exam Syllabus Topics:

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

Your Claude agent has too many tools, and many of them have overlapping functionality. The agent often picks an inappropriate tool when several could plausibly handle a request.
How would you address the tool selection problem?

A. Restructure the tool set by consolidating overlapping tools, removing unused tools, and clarifying tool descriptions so each tool has a distinct purpose.
B. Add more tools to cover every variation of the requests the agent handles, on the grounds that more tools give the agent more accurate options to choose from.
C. Add detailed examples to each tool's description so the agent can match incoming requests to the right tool by example, treating the examples as the team's selection mechanism.
D. Remove all tools and rely on the agent's general capability instead, with the application losing the workflows that previously relied on tools.

Question 2

You are setting up a Claude application that requires API keys for several external services.
What is the best way to store the keys?

A. Put the keys in the application's configuration file and check the configuration file into the team's repository alongside the rest of the source code.
B. Email the keys to each developer as needed and have each developer paste the keys into their local environment when they begin working on the application's code.
C. Use a single shared key across all external services, so any developer working on the application can find the keys easily during development.
D. Store the keys in a secrets manager or environment-specific configuration that is not checked into source code, and load them at runtime.

Question 3

You are integrating Claude into an application written in Python. The Claude SDK provides a Python client that wraps the underlying REST API.
How would you integrate the SDK?

A. Use a different LLM provider's SDK and translate the responses into Claude's API shape so the application can switch providers in the future.
B. Call the REST API directly with raw HTTP requests so the application avoids the SDK's abstraction between the application code and the API.
C. Use the Claude Python SDK and let it handle authentication, retries, and response parsing through its standard documented patterns for Python integrations.
D. Skip the SDK and embed Claude calls in shell commands invoked from Python, so that the application runs the calls outside the main Python process.

Question 4

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. Author the server with clearly defined resources, tools, and prompts, choose a communication pattern, and deploy to an accessible hosting environment.
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. Deploy the MCP server only on individual developer machines, with the Claude applications unable to reach the server outside each developer's machine.

Question 5

Your team is integrating Claude into an existing REST API service. The service handles concurrent requests, and you are deciding how to structure the Claude API calls within the existing async codebase.
How would you structure the Claude calls?

A. Use the Claude SDK's async client and structure Claude calls as awaitable operations alongside the rest of the service's async code.
B. Make synchronous Claude API calls and block the async event loop until each call completes before processing the next request.
C. Run Claude API calls in a separate thread pool isolated from the rest of the service so the main event loop is not affected.
D. Replace the existing async REST service with a synchronous service to match the call style of synchronous Claude SDK clients.

Solutions: