A remote MCP server providing calculator tools without authentication, deployed on Cloudflare Workers
Two tools with basic schemas and minimal descriptions. Both tools have input schemas with proper types (number, string, enum), but descriptions are extremely brief (10-40 chars), falling well below the 50-200 char baseline for LLM-optimized descriptions. No output schemas documented. Error handling is minimal (divide-by-zero check in 'calculate' returns plain text, not structured guidance). Tool names lack action verbs ('add' and 'calculate' are weak; 'perform_addition' and 'perform_calculation' would be clearer). No parameter descriptions beyond type hints. Schemas are visible and properly typed, preventing a lower score, but the overall quality is mediocre.
Simple addition tool
Calculator tool with multiple operations
Tool descriptions are critically short (10-40 chars). 'Simple addition tool' and 'Calculator tool with multiple operations' lack context for LLM selection. Should explain WHEN to use each tool, what distinguishes them, and what they return.
No parameter descriptions. Parameters 'a', 'b', and 'operation' have types but no descriptions explaining their purpose, constraints, or valid ranges. LLMs cannot infer that 'operation' is an enum of arithmetic operations without explicit text.
Output schemas not documented. Tools return text content but no schema is declared. LLMs cannot plan downstream operations or validate results without knowing the response structure.
Weak tool naming. 'add' and 'calculate' lack action verbs and are ambiguous. 'add' could mean add to a list, add a user, or add numbers. 'calculate' is generic. Rename to 'perform_addition' and 'perform_arithmetic' or similar.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 40 | 2026-07-28+ | v2 |
Error handling is minimal and unstructured. Divide-by-zero returns plain text 'Error: Cannot divide by zero' instead of a structured error with recovery guidance. LLMs cannot parse or act on plain-text errors reliably.