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CCAR-F Exam Dumps - Anthropic Claude Certified Architect Questions and Answers

Question # 44

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, and Glob—and integrates with Model Context Protocol (MCP) servers.

Engineers frequently ask the agent to cross-reference code changes with Jira tickets during reviews—checking ticket descriptions, acceptance criteria, and recent comments. This currently requires manually copying and pasting content into conversations. The team wants the agent to access this standard Jira ticket data directly.

What is the most effective approach?

Options:

A.

Use the Bash tool with curl to call Jira’s REST API, including authentication headers and parsing JSON responses inline.

B.

Build a custom MCP server wrapping Jira’s API with tools designed specifically for this team’s code-review workflow.

C.

Export Jira tickets to Markdown files in the repository that the agent accesses using the Read tool.

D.

Integrate an existing Jira MCP server that exposes tickets, comments, and metadata through discoverable tool interfaces.

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Question # 45

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 submits two requests:

    Request A: “Rename the getUserData function to fetchUserProfile everywhere it’s used.”

    Request B: “Improve error handling throughout the data processing module—add try/catch blocks, meaningful error messages, and ensure failures don’t silently corrupt data.”

For which request does specifying an explicit multi-phase workflow (such as analyze → propose → implement with review) most improve outcome quality?

Options:

A.

Neither request benefits significantly

B.

Request A, the function rename task

C.

Both requests benefit equally

D.

Request B, the error handling task

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Question # 46

Your automated review CI jobs take 18 seconds to initialize before Claude begins analyzing code. Profiling reveals that the delay comes from automatically discovering hooks, MCP servers, plugins, skills, and multiple nested CLAUDE.md files throughout your monorepo. You need to reduce startup time while ensuring that reviews still enforce your team’s coding standards, which are documented in the root-level CLAUDE.md file. What is the most effective approach?

Options:

A.

Run in --bare mode and specify all review criteria directly in the -p prompt argument for every CI invocation, without referencing external files.

B.

Replace the default prompt entirely by using --system-prompt-file ./CLAUDE.md, which bypasses default prompt assembly and loads only your project rules.

C.

Run in --bare mode and pass --append-system-prompt-file ./CLAUDE.md to explicitly load your project standards while skipping all automatic discovery.

D.

Keep the default initialization and add --exclude-dynamic-system-prompt-sections to reduce per-machine prompt variability and improve prompt-cache hit rates across runners.

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Question # 47

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, and Glob—and integrates with Model Context Protocol (MCP) servers.

Your agent needs to insert a new helper function into the middle of a 150-line utility module, between two existing functions. The Edit tool fails because its old_string parameter cannot find unique text to match—the file has repetitive docstrings, variable names, and structural patterns.

What is the most reliable way to complete this insertion?

Options:

A.

Use Edit’s replace_all parameter to target a common pattern and embed the new function in the replacement text.

B.

Use Bash to append the function definition to the end of the file using heredoc syntax.

C.

Use Read to load the file, add the function at the appropriate location, and then use Write to overwrite the file with the updated content.

D.

Use Edit with an extremely long old_string capturing more than 30 lines of context to guarantee uniqueness.

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Question # 48

You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.

Your team’s CLAUDE.md includes a rule: “Use 4-space indentation and always run Prettier formatting.” Despite this, code reviews reveal that roughly 30% of files Claude Code generates use inconsistent formatting—sometimes 2-space indentation, sometimes missing trailing commas. Adding emphasis (“IMPORTANT: You MUST use Prettier formatting”) reduces violations to about 15%, but doesn’t eliminate them.

What is the most effective way to ensure all generated code is consistently formatted?

Options:

A.

Extract the formatting rules into a dedicated skill that Claude loads automatically when generating code, with more detailed examples of correct formatting.

B.

Add a Stop hook with a prompt-based check that evaluates whether generated code follows formatting standards and prompts Claude to fix violations.

C.

Split the formatting rules into path-scoped .claude/rules/ files that load when Claude works on matching file types.

D.

Configure a PostToolUse hook with an Edit|Write matcher that automatically runs Prettier on each file Claude modifies.

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Exam Code: CCAR-F
Exam Name: Claude Certified Architect – Foundations
Last Update: Aug 26, 2026
Questions: 152
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