Exam CCAR-F Topic 1 Question 17 Discussion

Actual exam question for Anthropic's CCAR-F exam
Question #: 17
Topic #: 1

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, and Glob--and integrates with Model Context Protocol (MCP) servers.
Engineers frequently ask the agent to cross-reference code changes with Jira tickets during reviews--checking ticket descriptions, acceptance criteria, and recent comments. This currently requires manually copying and pasting content into conversations. The team wants the agent to access this standard Jira ticket data directly.
What is the most effective approach?

A. Use the Bash tool with curl to call Jira's REST API, including authentication headers and parsing JSON responses inline. B. Build a custom MCP server wrapping Jira's API with tools designed specifically for this team's code-review workflow. C. Export Jira tickets to Markdown files in the repository that the agent accesses using the Read tool. D. Integrate an existing Jira MCP server that exposes tickets, comments, and metadata through discoverable tool interfaces.

Suggested Answer: D Vote an answer

Option D uses the established integration mechanism without creating unnecessary infrastructure. Anthropic's Claude Code MCP documentation specifically recommends connecting an MCP server when users repeatedly copy information from an external system, such as an issue tracker, into conversations. Once connected, the server exposes Jira operations through named, schema-defined tools that Claude can discover and invoke directly. This allows the agent to retrieve ticket descriptions, acceptance criteria, comments, and metadata while preserving the server's authentication and access controls.

by Nancy at Aug 18, 2026, 05:04 AM

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