An enterprise-ready Model Context Protocol Gateway
Critical failures across all three tools. Tool definitions appear to be inferred from a Makefile rather than explicitly registered in source code. No actual implementation visible, only tool names, descriptions, and parameter schemas listed without corresponding Python code, handler registration, or MCP server framework integration. Descriptions are present but generic (50-80 chars). Parameter schemas show types and descriptions, but without seeing the actual tool implementation, we cannot verify schema correctness, error handling, or output structure. This is a major red flag: the tools may not actually be implemented.
Perform basic mathematical operations on operands
Evaluate mathematical expressions with variables
Perform statistical operations on datasets
Tool definitions inferred, not explicitly registered in source. No Python handler code, MCP server framework integration, or tool registration visible. Cannot verify actual implementation exists.
No output schema documented for any tool. LLMs cannot plan downstream calls or extract results. Violates pattern:tool and pattern:response-shaper.
Descriptions are generic and under 100 chars. 'Perform basic mathematical operations' does not explain WHEN to use this tool vs others, what it returns, or error cases. Baseline for A+ tools is 194 chars.
Parameter 'operation' accepts free-form strings (add, subtract, multiply, divide) but is not declared as an enum. LLMs may hallucinate invalid operations like 'modulo' or 'power'.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 47 | 2026-07-28+ | v2 |
No error handling guidance. What happens if operands is empty? If precision is negative? If expression is malformed? LLMs receive no recovery hints.