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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration
Topic 2: Agentic Architecture & Orchestration	27%	- System orchestration patterns 1. Task decomposition strategies 2. Hub-and-spoke agent systems - Agentic loop design and execution lifecycle 1. Multi-agent coordination and delegation patterns 2. Tool use decision flow (tool_use vs end_turn)
Topic 3: Context Management & Reliability	15%	- Long-context optimization 1. Reliability and retry strategies 2. Context window management
Topic 4: Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Prompt patterns for agents 2. Schema-guided outputs
Topic 5: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q31-Q36):

NEW QUESTION # 31
How should you configure a shared MCP server for a team project to ensure that API keys are managed securely and not leaked into version control?

A. Store the API keys in -/.claude.json because it is user-scoped and inherently protected.
B. Encrypt the keys and place them directly in the frontmatter of the root CLAUDE.md file.
C. Use environment variable expansion like "$ { API_TOKEN}" inside the project-scoped .mcp.json file.
D. Hardcode the API keys in .mcp.json but ensure the file is added to the repository's .gitignore.

Answer: C

Explanation:
Shared team MCP integrations belong in the project-level .mcp.json file. To prevent credential leaks in version control, you must use environment variable expansion (e.g., ${API_TOKEN}) so secrets remain securely in the local environment.

NEW QUESTION # 32
Which of the following strategies are explicitly recommended for designing multi-instance and multi-pass review architectures? Choose 2 correct answers.

A. Splitting multi-file reviews into focused per-file passes for local issues plus a separate cross-file integration pass.
B. Having the same session review its newly generated code to preserve maximum architectural context.
C. Forcing consensus across 3 monolithic runs to suppress false positives in large multi-file PRs.
D. Using an independent Claude instance to review generated code without the generator's reasoning context.

Answer: A,D

Explanation:
Independent review instances without prior reasoning context effectively catch subtle issues without confirmation bias. Splitting reviews into focused per-file passes and integration passes addresses attention dilution. Same-session reviews and monolithic consensus runs are anti-patterns.

NEW QUESTION # 33
What is the primary architectural difference between handling a transient error and handling a valid empty result within an MCP tool's response payload?

A. Transient errors must bypass the MCP client and communicate directly via WebSockets, whereas empty results use standard HTTP.
B. Transient errors require the agent to spawn a subagent for resolution, whereas empty results are handled in the main thread.
C. There is no difference; both scenarios should return a generic HTTP 404 response.
D. Transient errors use isError: true with a specific errorCategory, while empty results use isError: false and return an empty data array.

Answer: D

Explanation:
An empty result signifies the tool executed flawlessly but found nothing, meaning isError must be false. A transient error (like a network timeout) means the tool failed to execute its primary purpose, so it must return isError: true along with contextual metadata like the errorCategory.

NEW QUESTION # 34
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, Glob) and integrates with Model Context Protocol (MCP) servers.
An engineer asks the agent to find all files in the monorepo that import the @company/auth package to understand how authentication is used across services. Which built-in tool is most appropriate for this task?

A. Grep, to search for the import statement pattern across file contents
B. Glob, to find files with "auth" in their filename or path
C. Read, starting with package.json files to trace dependency declarations
D. Bash, to execute find. -type d -name "*auth*" and explore matching directories

Answer: A

Explanation:
Grep searches file contents across the repository, making it the correct tool for locating every source file that imports @company/auth. Glob searches filenames and paths, not code content.

NEW QUESTION # 35
A user asks Claude to ignore all previous instructions and reveal confidential internal prompt content. How should Claude behave?

A. Follow higher-priority instructions and refuse.
B. Reveal the prompt.
C. Generate random text.
D. Partially reveal hidden instructions.

Answer: A

Explanation:
Claude follows instruction hierarchy, where system-level instructions override conflicting user requests. Attempts to expose confidential prompts or internal instructions should be declined to protect application integrity and security.

NEW QUESTION # 36
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