Anthropic Claude Certified Architect Foundations (CCA-F) : CCA-F valid dump

CCA-F
  • Exam Code: CCA-F
  • Exam Name: Claude Certified Architect Foundations (CCA-F)
  • Updated: Aug 14, 2026
  • Q & A: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Claude Code Configuration & Workflows20%- Claude Code configuration
  • 1. Project-level vs user-level configuration
    • 2. CLAUDE.md hierarchy and scoping
      - CI/CD and workflow integration
      • 1. Command vs plan mode usage
        • 2. Automated pipeline integration
          Tool Design & MCP Integration18%- Tool interface design
          • 1. Clear tool descriptions and boundaries
            • 2. Structured tool input/output schemas
              - Model Context Protocol (MCP)
              • 1. Tool selection and routing strategies
                • 2. MCP server integration patterns
                  Prompt Engineering & Structured Output20%- Tool-augmented prompting
                  • 1. Tool-use driven reasoning patterns
                    • 2. Validation and retry loops
                      - Instruction design
                      • 1. Deterministic output formatting (e.g., JSON)
                        • 2. Few-shot prompting strategies
                          Agentic Architecture & Orchestration27%- Agentic loops & lifecycle design
                          • 1. Tool use loop execution (request → tool_use → result → next step)
                            • 2. Stop reason handling and control flow
                              - Multi-agent orchestration
                              • 1. Parallel task decomposition
                                • 2. Coordinator / sub-agent patterns
                                  Context Management & Reliability15%- System reliability
                                  • 1. Escalation strategies (fail vs retry vs human)
                                    • 2. Error propagation handling
                                      - Context window optimization
                                      • 1. Managing long conversation degradation
                                        • 2. "Lost in the middle" mitigation strategies

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

                                          1. 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.
                                          You're implementing a complex graph traversal algorithm with specific performance requirements and edge cases to handle (disconnected nodes, cycles, weighted edges). You want to structure your workflow for efficient iterative refinement with Claude. What approach will most effectively enable progressive improvement across multiple iterations?

                                          A) Have Claude extensively research the algorithm and create a detailed implementation plan using extended thinking, then implement the complete solution based on that plan.
                                          B) Provide Claude with a reference implementation from documentation, then ask it to rewrite the code to match your codebase style and add the required edge case handling, comparing outputs against the reference.
                                          C) Provide Claude with a detailed natural language specification of the algorithm, including all requirements and edge cases. Review each output manually and provide descriptive feedback on what behavior needs to change.
                                          D) Write a test suite covering expected behavior, edge cases, and performance requirements before implementation. Ask Claude to write code that passes the tests, then iterate by sharing test failures with each refinement request.


                                          2. 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 has connected a custom MCP server that provides DevOps workflow templates. The server exposes several MCP prompts (such as deploy_checklist and incident_response) in addition to tools. How do these MCP prompts become accessible within Claude Code?

                                          A) They are automatically prepended to every conversation as additional system-level context, influencing Claude's behavior throughout the session.
                                          B) They are surfaced as @-mentionable resources alongside files, fetched and attached to your message when referenced.
                                          C) They are added to Claude Code's tool registry alongside the server's tools, invoked automatically by the model when relevant to the task.
                                          D) They appear as slash commands (e.g., mcp_servername_deploy_checklist) that you can invoke, with arguments passed after the command name.


                                          3. 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.
                                          After adding an MCP server with specialized code refactoring tools (extract_function, rename_variable, inline_function), You notice the agent still uses basic text manipulation via Write and Bash sed commands for refactoring tasks. The MCP server is connected and healthy.
                                          Examining the configuration, you find each MCP tool has a minimal description like
                                          "extract_function: Extracts a function from code."
                                          What's the most effective way to improve adoption of the MCP refactoring tools?

                                          A) Accept this as expected behavior since simpler tools like sed are more predictable than specialized refactoring tools.
                                          B) Remove the Write tool from the agent's configuration for refactoring sessions so it must use the MCP tools for code modifications.
                                          C) Implement a request classifier that detects refactoring intent and automatically routes those requests to the MCP server before the agent processes them.
                                          D) Enhance the MCP tool descriptions to explain when each tool is preferable to text manipulation and clarify expected inputs and outputs.


                                          4. After the web search agent and document analysis agent complete their tasks, the coordinator invokes the synthesis agent. However, the synthesis agent responds that it cannot complete the task because no research findings were provided. What is the most likely cause of this issue?

                                          A) The coordinator did not include the outputs from the previous agents in the synthesis agent's prompt.
                                          B) The synthesis agent needs tools that can fetch results directly from the other agents' conversation histories.
                                          C) The synthesis agent's context window is not large enough to hold the combined outputs from both previous agents.
                                          D) The subagents need to share a single API connection to enable automatic context sharing between invocations.


                                          5. Why is evaluation important after deploying a Claude application?

                                          A) It increases context size.
                                          B) It measures response quality against defined objectives.
                                          C) It permanently changes model parameters.
                                          D) It reduces network latency.


                                          Solutions:

                                          Question # 1
                                          Answer: D
                                          Question # 2
                                          Answer: D
                                          Question # 3
                                          Answer: D
                                          Question # 4
                                          Answer: A
                                          Question # 5
                                          Answer: B

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