Kiln
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TDQS
Scored across 862 tools
The tool surface is enormous and riddled with overlapping purposes: multiple slicing/printing one-shot pipelines (slice_and_print, run_quick_print, run_reslice_and_print, reprint_with_material, smart_reprint), many monitor variants (monitor_print, monitor_print_vision, watch_print, check_print_health, check_printer_health), numerous material recommendation tools, and many merge/compose tools with subtle differences. An agent would struggle to pick the right tool without reading lengthy descriptions, and some tools are explicitly retired aliases or internal panel helpers.
Most names are snake_case and follow recognizable verb_noun or noun_verb patterns, but the huge surface mixes conventions: some are noun phrases (photo_relief, make_printable), some are internal-looking (kiln_viewer_payload), and many near-duplicates differ only by prefix or suffix (fleet_submit_job retired, cloud_push_* families). The naming is readable but not cleanly predictable across 862 tools.
862 tools is an extreme mismatch for any MCP server, even a broad 3D printing platform. The set includes many tier-gated, retired, duplicate, internal, and highly specialized tools, making discovery and selection impractical for an agent.
The surface covers an enormous range: modeling, slicing, printer control, fleet management, materials, decorations, design versioning, fulfillment, billing, and diagnostics. While there are dead ends and aliases, the domain coverage is unusually complete; remaining gaps are minor relative to the breadth.