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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Tool Design & MCP Integration	18%	- Tool interface design 1. Clear tool descriptions and boundaries 2. Structured tool input/output schemas - Model Context Protocol (MCP) 1. MCP server integration patterns 2. Tool selection and routing strategies
Prompt Engineering & Structured Output	20%	- Instruction design 1. Deterministic output formatting (e.g., JSON) 2. Few-shot prompting strategies - Tool-augmented prompting 1. Tool-use driven reasoning patterns 2. Validation and retry loops
Claude Code Configuration & Workflows	20%	- Claude Code configuration 1. CLAUDE.md hierarchy and scoping 2. Project-level vs user-level configuration - CI/CD and workflow integration 1. Automated pipeline integration 2. Command vs plan mode usage
Context Management & Reliability	15%	- Context window optimization 1. "Lost in the middle" mitigation strategies 2. Managing long conversation degradation - System reliability 1. Error propagation handling 2. Escalation strategies (fail vs retry vs human)
Agentic Architecture & Orchestration	27%	- Multi-agent orchestration 1. Coordinator / sub-agent patterns 2. Parallel task decomposition - Agentic loops & lifecycle design 1. Tool use loop execution (request → tool_use → result → next step) 2. Stop reason handling and control flow

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q82-Q87):

NEW QUESTION # 82
Your application has test files spread throughout the codebase next to the components they test. You want Claude to automatically apply specific testing conventions whenever it generates or edits a test file. Which configuration method is most maintainable and deterministic?

A. Create a rule file in. claude/rules/testing.md With YAML frontmatter specifying paths: [ . test. tsx"].
B. Consolidate all testing conventions in the root CLAUDE .md and rely on Claude's inference to apply them.
C. Place a separate CLAUDE. md file in every subdirectory that contains test files.
D. Define an MCP server resource to fetch testing standards dynamically.

Answer: A

Explanation:
Using .claude/rules/ files with glob patterns in the paths field allows conventions to be automatically and conditionally applied based on file paths. This ensures the rules load deterministically whenever matching files are edited, without overloading the context window for unrelated tasks.

NEW QUESTION # 83
Why is it critical to require subagents to include publication or data collection dates in their structured outputs before passing them to a downstream synthesis agent?

A. To automatically trigger the Message Batches API's 24-hour processing window logic.
B. To sort the JSON keys alphabetically and reduce context window token consumption.
C. To prevent temporal differences in the underlying data from being misinterpreted by the synthesis agent as direct factual contradictions.
D. To ensure strict ISO 8601 validation passes when using the tool_choice: " any" parameter.

Answer: C

Explanation:
Requiring publication or collection dates in structured outputs is essential because it prevents temporal differences (e.g., a 2022 revenue report vs a 2024 revenue report) from being misinterpreted by the synthesis agent as a contradiction in facts.

NEW QUESTION # 84
When implementing a Model Context Protocol (MCP) server, what is the primary architectural purpose of defining an MCP Resource instead of an MCP Tool?

A. To expose data catalogs or static content that can be fetched by the client and injected directly into prompts without requiring the agent to formulate a tool call.
B. To provide reusable conversation templates consisting of predefined user and assistant messages for the agent.
C. To manage environment variables and authentication secrets safely across the development team.
D. To expose executable functions that perform side-effects or mutations on external backend systems.

Answer: A

Explanation:
MCP Resources are used to expose data (like documents, schemas, or issue summaries) that clients can read and inject directly into prompts, bypassing the need for exploratory tool calls. Tools are for taking actions, and Prompts are for reusable conversation templates.

NEW QUESTION # 85
Using the FastMCP Python SDK, which decorators are used to expose capabilities to an MCP client? Choose 2 correct answers.

A. @mcp.resource
B. @mcp.action
C. @mcp.agent
D. @mcp.tool

Answer: A,D

Explanation:
The FastMCP Python SDK utilizes @mcp.tool to automatically generate JSON schemas for executable functions, and @mcp.resource to expose fetchable data endpoints. @mcp.agent and @mcp.action are not valid decorators in this SDK.

NEW QUESTION # 86
When designing an independent code review instance to evaluate generated code at quicktechie.com, which specific context must be omitted to ensure an objective review?

A. The list of available MCP tools.
B. The project's CLAUDE .md standards configuration.
C. The reasoning context and conversation history from the generation session.
D. The underlying JSON schemas of the affected components.

Answer: C

Explanation:
An independent review instance must lack the prior reasoning context and conversation history of the generator. Supplying a fresh context prevents the reviewer from adopting the same flawed assumptions or confirmation bias that led to any generated bugs.

NEW QUESTION # 87
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