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Anthropic CCDV-F exam : Claude Certified Developer-Foundations

CCDV-F Exam Simulator
  • Exam Code: CCDV-F
  • Exam Name: Claude Certified Developer-Foundations
  • Updated: Aug 30, 2026
  • Q & A: 97 Questions and Answers
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Anthropic CCDV-F exam simulator

Anthropic CCDV-F Exam Syllabus Topics:

SectionWeightObjectives
Applications and Integration33.1%- Claude Messages API
- Vision capabilities
- SDK and third-party integration
- Streaming and Batch API
Tools and Model Context Protocol (MCP)10.6%- MCP server development
- Tool integration and usage
Agents and Workflows14.7%- Claude Agent SDK usage
- Agent architecture principles
- Workflow vs autonomous agents
- Memory and context management
Prompt and Context Engineering11%- Structured output handling
- Context window management
- Prompt design and structuring
Security and Safety8.1%- AI application security
- Guardrails and safety controls
Evaluation, Testing, and Debugging2.6%- Error handling and debugging
- Output evaluation and validation
Model Selection and Optimization16.8%- Claude model family characteristics
- Cost and token optimization
- Latency and performance trade-offs
Claude Code3.1%- Claude Code configuration and usage

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

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. 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.
B. Use a single shared key across all external services, so any developer working on the application can find the keys easily during development.
C. Store the keys in a secrets manager or environment-specific configuration that is not checked into source code, and load them at runtime.
D. 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.


Question 2

You are choosing between using STDIO-based communication and HTTP-based communication for an MCP server. The server will be invoked by a Claude Code session running locally.
Which communication pattern would you use?

A. STDIO because STDIO is well-suited to local process communication and avoids unnecessary network setup.
B. STDIO and HTTP simultaneously for redundancy, with the team running two communication patterns at the same time across Claude Code sessions.
C. HTTP on the grounds that HTTP is preferable to STDIO in any context the application might encounter during normal operation.
D. HTTP polling against the MCP server, treating HTTP as a substitute for the standard MCP communication patterns.


Question 3

A new Claude model release includes performance improvements for several reasoning tasks but has changed the format of its responses to system prompts that use multi-section instructions. Your application uses multi- section system prompts heavily. Initial evaluation on the application's actual workload shows the new model performs 8 percent better on reasoning tasks but produces malformed output on roughly 3 percent of requests because of the format change. The team is debating whether to upgrade.
How would you decide?

A. Upgrade immediately, because the 8 percent reasoning improvement outweighs the 3 percent malformed output rate across the application's typical request distribution.
B. Stay on the previous model permanently to avoid the malformed output rate and any future format changes that subsequent model releases might introduce in the application.
C. Upgrade and add a downstream validation step that catches the 3 percent malformed output before it reaches users, treating the validation step as the team's mitigation for the format change.
D. Adapt the application's system prompt to the new model's format expectations and re-evaluate, then upgrade only if the adapted prompt eliminates the malformed output while preserving the reasoning improvements.


Question 4

The product team has asked you to choose a Claude model for a new feature. The team has provided functional requirements but has not specified performance, cost, or quality targets. The team's product manager says, "Use whatever model gives us the best results." How would you respond?

A. Choose a mid-tier model and ship the feature, because mid-tier models work for most use cases without specified targets.
B. Run every Claude model on a representative sample and pick whichever scores best on a generic benchmark.
C. Choose the largest, highest-capability Claude model, on the grounds that "best results" is most likely to mean highest quality.
D. Ask the product team to specify quality, latency, and cost targets, then select the model whose tradeoffs best fit those targets.


Question 5

You are setting up the configuration management approach for a new Claude Code project. Your team will use CLAUDE.md files and settings.json files to control behavior, and you want to make sure changes are tracked and reviewable.
The configuration management approach would...

A. Version-control CLAUDE.md and settings.json files alongside the project's source code, with changes reviewed through standard pull request workflows the team applies.
B. Version-control CLAUDE.md alongside the project's source code and settings.json files in a separate repository from the project's source code.
C. Duplicate CLAUDE.md and settings.json files in multiple repositories to provide redundancy, on the grounds that a single source of truth is risky for project configuration.
D. Version-control CLAUDE.md and settings.json files in a separate repository from the project's source code, so configuration evolves independently from the application code over time.


Solutions:

Question 1
Answer: C
Question 2
Answer: A
Question 3
Answer: D
Question 4
Answer: D
Question 5
Answer: A

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