Anthropic CCA-F real exam prep : Claude Certified Architect Foundations (CCA-F)

  • Exam Code: CCA-F
  • Exam Name: Claude Certified Architect Foundations (CCA-F)
  • Updated: Aug 06, 2026
  • Q&As: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Prompt Engineering & Structured Output20%- Reliable structured generation
  • 1. Prompt patterns for agents
    • 2. Schema-guided outputs
      Context Management & Reliability15%- Long-context optimization
      • 1. Context window management
        • 2. Reliability and retry strategies
          Claude Code Workflows & Configuration20%- Claude Code operational patterns
          • 1. Plan mode vs execution mode
            • 2. CI/CD and workflow integration
              Agentic Architecture & Orchestration27%- System orchestration patterns
              • 1. Hub-and-spoke agent systems
                • 2. Task decomposition strategies
                  - Agentic loop design and execution lifecycle
                  • 1. Tool use decision flow (tool_use vs end_turn)
                    • 2. Multi-agent coordination and delegation patterns
                      Tool Design & MCP Integration18%- Model Context Protocol (MCP)
                      • 1. Tool schema design
                        • 2. MCP client/server integration patterns

                          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.
                          Your team is configuring MCP servers in Claude Code. You want to add a shared venue lookup server that all team members should have access to, and you personally want to add an experimental music playlist server that only you are testing. Which configuration approach correctly applies MCP server scopes?

                          A) Add venue server to ~/.claude.json and playlist server to .mcp.json
                          B) Add venue server to .mcp.json and playlist server to ~/.claude.json.
                          C) Add both servers to your local ~/.claude.json
                          D) Add both servers to the project-level .mcp.json file


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

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


                          3. Production logs reveal inconsistent error handling: when lookup_order fails, the agent sometimes retries 5+ times (wasteful when the order ID doesn't exist), sometimes escalates immediately (premature for temporary network issues), and sometimes asks users for clarification (inappropriate when the issue is a backend permission error). Investigation shows your MCP tool returns uniform error responses: {"isError": true, "content": [{"type": "text", "text": "Operation failed"}]}. The agent cannot distinguish between error types. What's the most effective improvement?

                          A) Enhance error responses with structured metadata: include errorCategory (transient/validation/permission), isRetryable boolean, and a description of what caused the failure.
                          B) Add few-shot examples to the system prompt demonstrating how to interpret error message patterns and select appropriate responses for each.
                          C) Implement retry logic with exponential backoff in your MCP server for all errors, returning to the agent only after retries are exhausted.
                          D) Create an analyze_error MCP tool the agent calls after any failure to determine the error category and recommended action.


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


                          5. 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 three requirements for Claude Code's behavior in your project
                          1. Claude must never modify files in the db/migrations/ directory
                          2. Claude should prefer your custom logging module over console.log
                          3. All TypeScript files must be auto-formatted with Prettier after
                          every edit
                          All three are currently written as instructions in your project's CLAUDE.md. During a complex refactoring session, a developer discovers that Claude edited a migration file, violating requirement #1. How should you restructure these requirements across Claude Code's configuration mechanisms?

                          A) Add Edit(./db/migrations/**) to permissions.deny in the project settings, keep the logging preference in CLAUDE.md, and add a PostToolUse hook on the Edit tool that runs Prettier on changed TypeScript files.
                          B) Rewrite all three requirements in CLAUDE.md using stronger directive language and add few- shot examples that demonstrate Claude refusing to edit migration files and running Prettier after edits.
                          C) Move all three requirements into .claude/rules/ as path-scoped rules: one targeting db/migrations/** that forbids editing those files, and others targeting **/*.ts for the logging convention and formatting instruction.
                          D) Configure hooks for all three: a PreToolUse hook script that blocks Edit calls targeting db/migrations/,a PreToolUse hook script that adds logging convention context before edits, and a PostToolUse hook that runs Prettier after TypeScript edits.


                          Solutions:

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

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