Content
75%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body is a tight, executable code pattern with complete tool schemas and a working agent loop, and it avoids padding or re-teaching known concepts. Its gaps are the unbounded while True loop with no error-handling or iteration guidance, and mild redundancy between the Quick Reference table, the tool descriptions, and the frontmatter source line.
Suggestions
Add a max-iteration guard and a brief note on handling tool errors (e.g., returning tool_result with is_error) in the agent loop, since an unbounded while True can spin on repeated tool calls.
Trim redundancy: drop 'Based on the Anthropic Cookbook customer support pattern' (already in frontmatter source) and either cut the Quick Reference table or fold its escalation guidance into the system prompt only.
Tighten the tool stubs section into a short table of integration points (docs system, ticketing system, order API, handoff channel) instead of code stubs that mirror the tool names already shown.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is lean and code-forward with no explanations of concepts Claude already knows, but 'Based on the Anthropic Cookbook customer support pattern' duplicates the frontmatter source field and the Quick Reference table restates tool descriptions already in the code — efficient with minor instances that could be trimmed, matching anchor 4 rather than anchor 5's every-token-earns-its-place. | 4 / 5 |
Actionability | The agent loop is essentially copy-paste ready (full tool schemas, concrete model id, working control flow), but execute_tool delegates to undefined stubs (search_docs, create_zendesk_ticket, lookup_order, hand_off_to_agent). The flexibility is explicitly flagged ('implement with your docs', 'or your ticketing system'), which the rubric permits, so this is mostly executable with minor gaps — anchor 4, not the fully-executable anchor 5. | 4 / 5 |
Workflow Clarity | The control flow is clearly sequenced (send, return on end_turn, execute tools and append results on tool_use, loop) and the system prompt embeds a checkpoint ('Always confirm before taking actions that affect the customer's account'), but there is no max-iteration or error-handling guard for the unbounded while True loop and no guidance on tool failures — clear sequence with minor validation gaps, anchor 4 rather than anchor 3 (checkpoints are present, not missing). | 4 / 5 |
Progressive Disclosure | No bundle files exist and the single-file content is appropriately inline for one code pattern, organized into clear sections (Overview, Agent Architecture, Tool Implementation Stubs, Quick Reference). The redundant Quick Reference table adds little navigational value, so this fits anchor 4's good structure with minor organization gaps rather than anchor 5's well-signaled, cleanly split layout. | 4 / 5 |
Total | 16 / 20 Passed |