Latest CCA-F Practice Exam Guide Materials: Claude Certified Architect Foundations (CCA-F) - Pass4guide
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| Section | Weight | Objectives |
|---|
| Topic 1: Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
- 1. Tool schema design
- 2. MCP client/server integration patterns
|
| Topic 2: Agentic Architecture & Orchestration | 27% | - Agentic loop design and execution lifecycle
- 1. Multi-agent coordination and delegation patterns
- 2. Tool use decision flow (tool_use vs end_turn)
- System orchestration patterns
- 1. Task decomposition strategies
- 2. Hub-and-spoke agent systems
|
| Topic 3: Context Management & Reliability | 15% | - Long-context optimization
- 1. Context window management
- 2. Reliability and retry strategies
|
| Topic 4: Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
- 1. CI/CD and workflow integration
- 2. Plan mode vs execution mode
|
| Topic 5: Prompt Engineering & Structured Output | 20% | - Reliable structured generation
- 1. Schema-guided outputs
- 2. Prompt patterns for agents
|
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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q107-Q112):
NEW QUESTION # 107
An agent needs to modify a specific configuration value on line 42 of a large, existing 800-line TypeScript file. Which built-in tool should be utilized to perform this action safely?
- A. The Edit tool, using targeted old text and new text matching to preserve unchanged content.
- B. The Bash tool, using Unix utilities like sed or awk to replace the string.
- C. The Write tool, providing the complete 800-line file content with the modified value.
- D. The Grep tool, combined with a regex replace command.
Answer: A
Explanation:
The Edit tool is explicitly designed for targeted modifications to existing files by finding unique anchor text and replacing it, which preserves the rest of the file. Using Write replaces the entire file and risks losing content, and using Bash for file modifications is an anti-pattern when purpose-built tools exist.
NEW QUESTION # 108
In a multi-pass review architecture, how can you effectively automate the routing of identified findings for human review calibration?
- A. Rely strictly on the model's self-reported conversational confidence score in the output.
- B. Escalate any finding that flags more than 5 lines of code.
- C. Run verification passes where the model outputs field-level confidence scores alongside findings to enable calibrated review routing.
- D. Use the Message Batches API to delay findings until the end-of-week manual review.
Answer: C
Explanation:
To optimize human-in-the-loop workflows, models should output structured, field-level confidence scores that are calibrated against labeled validation sets. This allows reliable routing of low-confidence or high-risk findings for human review.
NEW QUESTION # 109
To ensure PR feedback from Claude Code can be programmatically parsed and posted as inline comments by automation tools, which flags must be used?

- A. Option D
- B. Option A
- C. Option B
- D. Option C
Answer: B
Explanation:
To ensure machine-parseable, structured output in automated CI contexts, Claude Code must be executed with the --output-format json flag combined with the 'son-schema flag to strictly enforce the shape of the returned data.
NEW QUESTION # 110
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 sees an unfamiliar error message "SYNC_CONFLICT: entity version mismatch detected" in production logs but doesn't know which of the 12 services in the codebase generates it. They ask the agent to help locate the source code. What exploration approach will most efficiently find the responsible code?
- A. Use Grep to find all files that import the project's error handling module, then Read those files to locate custom error definitions.
- B. Read the project's README and service configuration files to understand the architecture, then systematically Read source files in each service directory.
- C. Use Grep to search for distinctive text from the error message (like "SYNC_CONFLICT" or "entity version mismatch"), then Read the matching files to understand context.
- D. Use Glob to find files in directories commonly associated with error handling (such as errors/, exceptions/,or handlers/) across all services, then Read each matching file.
Answer: C
Explanation:
Searching for the exact error code or unique message fragment is the fastest way to locate where it is defined or emitted. Read can then inspect the surrounding implementation and call path.
NEW QUESTION # 111
Where should a development team configure a shared Jira MCP server to ensure credentials are NOT leaked in version control?
- A. As inline comments within the CLAUDE. md file.
- B. In the project-level .mcp.json file, using environment variable expansion syntax like
- C. In the user-level 4. claude. json file, requiring each team member to manually script the configuration.
- D. Inside a dedicated secrets. json file that is committed to the repository.
Answer: B
Explanation:
Shared team MCP configurations belong in the project-level .mcp.json file. To prevent secret leaks in version control, you must use environment variable expansion (e.g., ${JIRA_TOKEN}) so the secret stays in the local environment and not in the code.
NEW QUESTION # 112
......
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