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Anthropic CCAR-F Exam - Topic 5 Question 5 Discussion

Posted by Art on Aug 06, 2026 at 07:46 AM

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 integrating a local MCP server providing code analysis tools (analyze_dependencies, find_dead_code, calculate_complexity), you verify the server is healthy and tools appear in the tools/list response. However, you observe that the agent consistently uses Grep to search for import statements instead of calling analyze_dependencies---even when users explicitly ask about ''code dependencies.'' Examining tool definitions reveals:

MCP analyze_dependencies -- ''Analyzes dependency graph''

Built-in Grep -- ''Search file contents for a pattern using regular expressions. Returns matching lines with line numbers and surrounding context.''

What's the most effective approach to improve the agent's selection of MCP tools?

Suggested Answer: B

Claude selects tools principally from their names, descriptions, parameter schemas, and the task context. The current description---''Analyzes dependency graph''---does not explain why the MCP tool is superior to a familiar text search. It omits the tool's scope, the circumstances in which it should be selected, and the structured information it returns.

Anthropic identifies detailed descriptions as the most important factor in tool-use performance. A strong description should state what the tool does, when it should and should not be used, what its parameters mean, and any limitations. Anthropic recommends several sentences for complex tools rather than a short generic label. (https://docs.anthropic.com/en/docs/agents-and-tools/tool-use/implement-tool-use) The MCP connector guidance likewise states that Claude selects among available tools using their names and descriptions and that clear, specific descriptions improve selection accuracy. (https://docs.anthropic.com/en/docs/agents-and-tools/mcp-connector)

Option B makes the functional distinction explicit: Grep locates textual import statements, whereas analyze_dependencies constructs a semantic graph containing direct and transitive dependencies, cycles, and potentially unresolved references. Option A is a brittle global override. Option C removes a generally useful tool. Option D increases the number of tools and selection ambiguity, contrary to Anthropic's recommendation to consolidate related operations where practical.

Official references/topics: MCP Tool Discovery; Tool Descriptions; Tool Selection Accuracy; Tool-Surface Design.


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12 comments · newest first
AR
Ardella 27 days ago
C could work too. Removing Grep would force the agent to use MCP tools.
JU
Jutta 1 month ago
I prefer B. Detailed descriptions might help the agent understand tool purposes.
LI
Lizette 1 month ago
I think A is the best choice. Clear routing can guide the agent better.
SO
Sonia 1 month ago
Splitting tools sounds like overkill. Just use the right one!
IS
Isadora 2 months ago
Option B could clarify tool capabilities, but might not fix the routing issue.
ME
Melynda 2 months ago
Surprised Grep is still being used for this. Seems outdated!
EV
Evangelina 2 months ago
Disagree, I feel like option C could simplify things a lot.
CL
Claribel 2 months ago
I think option A makes the most sense. Clear routing should help.
SH
Sharee 2 months ago
Splitting analyze_dependencies into more focused tools seems like a good idea, but I worry it could complicate the system. We practiced a similar question about tool granularity.
TA
Tamar 2 months ago
Removing Grep sounds drastic, but it might be effective to avoid confusion. I wonder if that would limit functionality too much, though.
LI
Lindsey 3 months ago
I'm not entirely sure, but I think expanding tool descriptions might make a difference. It could clarify what each tool does for the agent.
JA
Janna 3 months ago
I remember we discussed how routing instructions could help prioritize certain tools over others, especially for specific queries.
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