Claude Certified Architect Foundations (CCA-F): CCA-F Exam
"Claude Certified Architect Foundations (CCA-F)", also known as CCA-F exam, is a Anthropic Certification. With the complete collection of questions and answers, Pass4sureCert has assembled to take you through 112 Q&As to your CCA-F Exam preparation. In the CCA-F exam resources, you will cover every field and category in Claude Certified Architect Certification helping to ready you for your successful Anthropic Certification.
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Anthropic CCA-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Agentic Architecture & Orchestration | 27% | - Anthropic Agent SDK usage
|
| Claude Code Configuration & Workflows | 20% | - CI/CD and development integration
|
| Context Management & Responsible AI | 15% | - Context window optimization
|
| Prompt Engineering & Structured Output | 20% | - Advanced prompting techniques
|
| Tool Design & MCP Integration | 18% | - Tool definition and best practices
|
Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:
An organization wants predictable outputs for automated invoice classification. Which API parameter should generally be LOWER?
- A. Context window
- B. Temperature
- C. Prompt length
- D. Max tokens
Correct Answer: B 🗳️
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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. Glob, to find files with "auth" in their filename or path
- B. Read, starting with package.json files to trace dependency declarations
- C. Bash, to execute find. -type d -name "*auth*" and explore matching directories
- D. Grep, to search for the import statement pattern across file contents
Correct Answer: D 🗳️
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After integrating a local MCP server providing code analysis tools (analyze_dependencies, find_dead_code, calculate _complexity), you verify the server is healthy and tools appear in the tools/list response. However, you observe that the agent consistently uses Grep to search for import statements instead of calling analyze_dependencies -even when users explicitly ask about "code dependencies." Examining tool definitions reveals:
MCP: analyze_ dependencies - "Analyzes dependency graph"
Built-in: Grep - "Search file contents for a pattern using regular
expressions. Returns matching lines with line numbers and surrounding
context."
What's the most effective approach to improve the agent's selection of MCP tools?
- A. Expand MCP tool descriptions to detail capabilities and outputs - e.g., "Builds dependency graph showing direct imports, transitive dependencies, and cycles."
- B. Split analyze_dependencies into granular tools ( list_imports, resolve_transitive_deps, detect_circular_deps) so each has a focused purpose less likely to overlap with Grep.
- C. Remove Grep from available tools when the MCP server is connected to eliminate functional overlap.
- D. Add routing instructions to the system prompt specifying that dependency-related questions should use MCP tools rather than Grep.
Correct Answer: A 🗳️
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In production, final reports frequently contain claims without proper source attribution.
Investigation shows that while the web search and document analysis agents correctly attach citations to their outputs, the synthesis agent loses track of which sources support which conclusions when combining findings. What's the most effective architectural change?
- A. Maintain complete transcripts of all subagent interactions and add a citation-resolution agent to analyze logs and determine attributions before report generation.
- B. Require all subagents to output structured claim-source mappings that the synthesis agent must preserve and merge when combining findings from multiple sources.
- C. Have the coordinator inject source identifier prefixes into text before each handoff, then parse these prefixes at report generation to reconstruct citations.
- D. Add a verification step where the report generator uses semantic similarity matching against original sources to reconstruct which claims came from which documents.
Correct Answer: B 🗳️
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A company wants Claude to summarize thousands of support tickets efficiently. Which design scales BEST?
- A. Remove system prompts.
- B. Increase temperature.
- C. Process tickets individually and combine summaries.
- D. Send all tickets in one request.
Correct Answer: C 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
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