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Scored across 83 tools
Most tools have distinct resource-action pairs, but with 83 tools, a few pairs (e.g., apply_global vs apply_global_effect) could cause minor confusion. Descriptions generally clarify, so disambiguation is high but not perfect.
All tools follow the verb_noun pattern consistently (e.g., activate_scene, list_virtuals, create_backup). No style mixing, making the set predictable and easy to navigate.
At 83 tools, the count is very high for an MCP server. While the domain is broad, many operations could be consolidated (e.g., combining similar CRUD tools). This volume risks overwhelming agents.
The tool surface covers most aspects of LedFX: virtuals, scenes, playlists, effects, devices, integrations, colors, palettes, config, and backups. Minor gaps exist (e.g., no explicit virtual creation tool), but overall it's highly comprehensive.