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Scored across 4 tools
Each tool has a clearly distinct purpose: lingo_solve returns structured solutions, lingo_run_commands runs raw commands as an escape hatch, lingo_status checks the installation, and lingo_list_samples lists examples. The descriptions explicitly clarify when to use the generic command runner versus the structured solver, leaving no meaningful overlap.
All names use snake_case with a consistent 'lingo_' prefix, which makes them predictable and easy to parse. However, the verb/noun pattern is not uniform (e.g., lingo_solve is a bare verb, lingo_status is a noun, while run_commands and list_samples follow verb_noun), so it falls short of a perfect pattern.
Four tools is well-scoped for a LINGO execution server. The core solve tool, a flexible command runner, an environment status check, and a sample lister each earn their place without redundancy or bloat.
The surface covers the main workflows: solving models, executing arbitrary LINGO commands, checking installation details, and discovering samples. Minor gaps exist (e.g., no structured model validation or dedicated variable/constraint introspection), but lingo_run_commands provides a workaround for nearly any missing operation.