Claude, Nutshell Series

Claude Exam Quick Revision 8: Advanced MCP Design

Split Overly Generic Tools

Instead of:

analyze_document

Prefer:

extract_data_points
summarize_content
verify_claim_against_source

Reason: Clear tool boundaries improve selection reliability.

Avoid Overlapping Tool Names

Bad:

analyze_content
analyze_document

Better:

extract_web_results
analyze_pdf_document

System Prompt Can Bias Tool Selection

  • Tool descriptions may be correct.
  • System-prompt keywords can still create unwanted tool associations.
  • If tool routing remains wrong, inspect both descriptions and system instructions.

MCP isError

Use structured failure information such as:

{
  "isError": true,
  "errorCategory": "transient",
  "isRetryable": true,
  "message": "Service temporarily unavailable"
}

Empty Result vs Failure

Successful query + no matches
≠
Query failed

Exam trap: Never hide an access failure by returning an empty successful result.

Local Recovery

  • Subagent handles transient failures locally where possible.
  • Only unresolved failures go to coordinator.
  • Include partial results and attempted recovery.

MCP Resources

Resources expose content/catalogs such as:

  • Database schemas.
  • Documentation hierarchies.
  • Issue catalogs.
  • Available datasets.

Benefit: Reduces unnecessary exploratory tool calls.

Existing vs Custom MCP Server

  • Standard integration → prefer existing/community MCP server.
  • Team-specific workflow → custom MCP server.

Fast Revision


Generic tool → split.
Ambiguous name → rename.
Resource → expose information.
Failure ≠ empty result.
Transient error → local recovery.

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