srunx
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TDQS
Scored across 15 tools
Each tool targets a distinct resource and action: job submission, status, logs, and cancellation are cleanly separated, as are workflow create/validate/run/list/get. Even the closely related inspect_mount and sync_files are clearly differentiated as read-only inspection versus actual transfer.
All tool names follow a consistent verb_noun snake_case pattern, such as list_jobs, get_job_status, submit_job, cancel_job, create_workflow, run_workflow, and sync_files. The naming conventions are predictable and make the tool surface easy to navigate.
Fifteen tools is at the upper edge of the ideal range, but each tool earns its place across three coherent subdomains: SSH/resource inspection, SLURM job management, and workflow orchestration. There are no redundant or filler tools.
The core lifecycle is well covered: jobs can be submitted, listed, monitored, logged, and canceled; workflows can be created, validated, run, listed, and read; file sync includes both preview and mirror modes. Minor gaps exist, such as no workflow update/delete tool and no SSH profile management, but agents can work around these via file/config operations.