avl-mcp
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TDQS
Scored across 10 tools
Each tool has a clear, distinct role: environment health, input inspection, validation, single run, sweep, async submit, status, cancel, resume, and results retrieval. Overlapping concerns like dependencies appear in multiple tools but are explicitly separated by context (environment vs. input file). There is little risk of an agent selecting the wrong tool.
Tool names are uniformly lowercase single-word commands, which is easy to follow. Most are imperative verbs (inspect, validate, run, submit, cancel, resume), but health, status, and results are noun-style names that deviate slightly from a strict verb pattern.
Ten tools cover the AVL workflow without redundancy or bloat. The count is well within the ideal range and each tool contributes a necessary part of the simulation lifecycle.
The toolset covers the full workflow: environment checks, inspection, validation, synchronous single/multi-case execution, asynchronous submission, job control, and result retrieval. There are no obvious dead ends, and background jobs can be managed and resumed cleanly.