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| Section | Weight | Objectives |
|---|
| Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
- 1. Tool schema design
- 2. MCP client/server integration patterns
|
| Prompt Engineering & Structured Output | 20% | - Reliable structured generation
- 1. Prompt patterns for agents
- 2. Schema-guided outputs
|
| Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
- 1. CI/CD and workflow integration
- 2. Plan mode vs execution mode
|
| Context Management & Reliability | 15% | - Long-context optimization
- 1. Reliability and retry strategies
- 2. Context window management
|
| Agentic Architecture & Orchestration | 27% | - 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
|
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Anthropic - The Best CCA-F - Valid Claude Certified Architect Foundations (CCA-F) Exam Papers
The Anthropic CCA-F certification verifies that you have a basic understanding of Claude Certified Architect Foundations (CCA-F) concepts and virtualization. Success in the CCA-F exam of the Anthropic CCA-F certificate also proves your knowledge of basic troubleshooting concepts and data center technology. When you earn the CCA-F Certification you will get reliable exam guide materials.
Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q18-Q23):
NEW QUESTION # 18
An agent queries multiple external APIs that return dates in drastically different formats (e.g., Unix timestamps vs ISO 8601). What is the architecturally correct way to normalize this data before the agent processes it?
- A. Use a PreToolUse hook to dynamically modify the prompt, instructing the agent to convert all dates to ISO 8601.
- B. Implement a PostToolUse hook that intercepts the heterogeneous tool results and transforms them into a standardized format before appending to context.
- C. Provide few-shot examples in the system prompt showing the agent successfully translating Unix timestamps.
- D. Set the tool_choice parameter to strictly enforce ISO 8601 schema outputs.
Answer: B
Explanation:
PostToolUse hooks are specifically designed to intercept tool results after they execute but before they are passed back to the model. This makes them ideal for normalizing heterogeneous data formats (like standardizing dates or status codes) so the agent processes consistent data.
NEW QUESTION # 19
A well-designed structured error response for an MCP tool should include which of the following standard fields? Choose 2 correct answers.
- A. isError
- B. errorCategory
- C. temperature_adjustment
- D. system_prompt_override
Answer: A,B
Explanation:
Structured error responses in MCP rely on standard fields like isError, errorCategory, isRetryable, and context to give the agent a clear path for recovery. They do not alter underlying model parameters like temperature or the system prompt.
NEW QUESTION # 20
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. Create an analyze_error MCP tool the agent calls after any failure to determine the error category and recommended action.
- C. Add few-shot examples to the system prompt demonstrating how to interpret error message patterns and select appropriate responses for each.
- D. Implement retry logic with exponential backoff in your MCP server for all errors, returning to the agent only after retries are exhausted.
Answer: A
Explanation:
Structured error metadata gives the agent the information needed to choose the right recovery path. By distinguishing transient, validation, and permission failures, and by explicitly indicating whether retry is appropriate, the agent can avoid wasteful retries, premature escalation, and unnecessary user clarification.
NEW QUESTION # 21
When integrating an MCP Client with an MCP Server, what are the primary message types exchanged between them to discover and utilize executable functions? Choose 2 correct answers.

- A. Option C
- B. Option D
- C. Option B
- D. Option A
Answer: A,D
Explanation:
To discover and use executable functions (Tools) over MCP, the client first sends a ListToolsRequest and receives a ListToolsResult containing the tool schemas. When Claude decides to use a tool, the client sends a CallToolRequest and receives a CallToolResult.
NEW QUESTION # 22
A customer support agent handles high-ambiguity requests. Which of the following is a valid, architecturally sound trigger for escalating a case to a human agent?
- A. The conversation exceeds 10 turns.
- B. The model's self-reported confidence score drops below 0.7.
- C. The customer exhibits highly negative sentiment.
- D. The agent detects a policy gap not covered by its existing rules.
Answer: D
Explanation:
Valid escalation triggers include policy gaps (situation not covered by rules), explicit customer requests for a human, capability limits, and business thresholds. Sentiment and self-reported confidence are unreliable metrics for escalation.
NEW QUESTION # 23
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