F
licenseNot graded
qualityB
maintenanceEnables AI clients like Claude and ChatGPT to generate images and videos, animate images, create lip-synced videos, list TTS voices, and manage media via remote MCP tools.
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mlx-serve-mcp
by Congenital
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TDQS
A4.2/5.0
Scored across 10 tools
Disambiguation5/5
Each tool targets a distinct modality or administrative action: TTS, music, video, 3D, image generation, image editing, health check, and model management. No two tools overlap in purpose, and even the two audio tools are clearly separated by speech vs. music.
Naming Consistency4/5
The set mostly follows a verb_noun pattern: generate_music, generate_video, generate_image, edit_image, list_models, load_model, unload_model. text_to_speech breaks the pattern slightly, but it is still readable and the deviation is minor.
Tool Count5/5
Ten tools is well-scoped for a media-generation server: creative generation/edit tools, TTS, and operational tools for health and model management. Each tool earns its place and none feel redundant.
Completeness4/5
Core media generation workflows are well covered: image generation/edit, video, music, TTS, and 3D mesh generation, plus model lifecycle management. The main gap is that list_models advertises chat/vision capability, but no chat or vision tool is exposed, leaving that part of mlx-serve unreachable.
Maintenance
ActivityMaintained
ResponsivenessNo issues