Certification
    June 9, 2026

    CCA · Page 3 — Domain 2: Tool Design & MCP Integration

    Exam-ready notes for CCA Foundations Domain 2 (18%): tool descriptions as routing, structured errors, MCP config, tool distribution, and batching.

    Share

    Domain 2 — Tool Design & MCP Integration

    CCA Foundations course · Page 3 of 8 · ← Back to all courses · Weight: 18%. Mark complete at the bottom to advance.


    2.1 — Tool Descriptions as the Routing Mechanism · Core

    Descriptions are the primary signal the model uses to pick a tool.

    • Include input format with examples and explicit boundaries ("do NOT use for…").
    • Add ordering hints when tools are related.
    • Grep = search file contents; Glob = match file paths.
    • Fix misrouting by rewriting descriptionsnot with few-shot examples or tool_choice.

    2.2 — Structured Error Responses · Core

    Return structured metadata so the coordinator can recover intelligently:

    • isError, errorCategory (transient / validation / business / permission), isRetryable, attemptedQuery, partialResults.
    • Generic "Operation failed" is an anti-pattern — it hides the context needed to recover.

    2.4 — MCP Configuration · Core

    • .mcp.json → team / version-controlled tooling. ~/.claude.json → personal / experimental.
    • Environment-variable expansion for credentials (e.g. ${GITHUB_TOKEN}) — never commit secrets.
    • MCP resources vs tools: resources expose readable content catalogs (reduce exploratory calls); tools perform actions.

    2.x — Tool Distribution · Core

    • 4–5 tools per agent is optimal; 18+ degrades selection reliability.
    • Give each agent a scoped role; split big tool sets into multiple specialised agents.

    ⚠ Often-missed — Tool Distribution / Separation of Concerns · Gap

    If an agent misuses a tool, the fix is to remove the tool and create a dedicated subagent for that job. NEVER patch it with instructions, few-shot examples, or tool_choice.

    ⚠ Often-missed — Built-in Tool Selection · Gap

    • Edit = surgical change via a unique anchor (most efficient).
    • Grep = file contents · Glob = file paths.
    • Read + Write = full-file ops, only when needed.
    • Bash = fallback.

    ⚠ Often-missed — Tool Batching to Reduce Round Trips · Gap

    When several tools are needed together, prompt Claude to emit multiple tool_use blocks in one turn. Don't build a composite "do-everything" tool.


    Exam reflexes for Domain 2

    • "Tool misrouting" → fix tool descriptions (not few-shot, not tool_choice).
    • "Agent misusing a tool" → remove it + dedicated subagent.
    • "18+ tools per agent" → split into scoped agents (4–5 each).
    • "Timeout returns empty success" → silent suppression anti-pattern → structured error with isError.
    • "Multiple tools, different formats" → PostToolUse hook to normalise (Domain 1).

    Ask about this article

    Get answers grounded in this post. AI-generated — based on this article, and may be imperfect.

    Free: CCA Foundations cheat-sheet (PDF)

    The domains, the 3 universal rules, core concepts, and exam-day shortcuts — one page. Enter your email and it's yours, plus my weekly AI-architecture notes.

    No spam. Unsubscribe any time.

    Scaled AI Weekly

    Enjoyed this? Get more like it every Monday.

    Real architecture decisions, LLMOps patterns that survive production, and engineering leadership advice — from 12+ years of building at enterprise scale. Free. No spam. Unsubscribe anytime.

    Join engineers building production AI systems

    Comments