CCA-F: Claude Certified Architect — Foundations

By Anthropic · Question Mode

QuestionQ24

Tool Design & MCP Integration

The document analysis agent has one analyze_documnet tool that accepts a document and a free-text instruction parameter. During evaluation, requests such as “extract the key financial metrics” frequently produce narrative summaries, whereas “summarize the methodology” occasionally produces raw data tables. The synthesis agent reports that 35% of analysis results need re-requests with clarified instructions. What is the most effective way to improve reliability?

Explanation

Purpose-specific tools make the intended operation explicit and give extraction, summarization, and verification separate input/output contracts. This removes the ambiguity inherent in inferring distinct output modes from free-text instructions and makes downstream results more predictable.

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