{"id":"waybarrios-vllm-mlx","name":"vllm-mlx","af_score":54.8,"security_score":41.2,"reliability_score":21.2,"what_it_does":"vLLM-MLX is an Apple Silicon (MLX/Metal) inference server that exposes OpenAI-compatible chat/completions, Anthropic-compatible messages, and OpenAI-compatible embeddings. It supports multimodal (text+image/video, and audio via optional deps), continuous batching, and MCP tool calling.","best_when":"You’re running on a Mac with Apple Silicon and want OpenAI/Anthropic-compatible APIs for LLMs plus multimodal/audio features, primarily in local or small-team setups.","avoid_when":"You need enterprise-grade security controls (SSO, RBAC, audit tooling) or a rigorously specified public OpenAPI/SDK surface for third-party agents.","last_evaluated":"2026-03-30T13:25:57.109628+00:00","has_mcp":true,"has_api":true,"auth_methods":["Static API key via --api-key flag for server"],"has_free_tier":false,"known_gotchas":["This is a local server; ensure you handle networking and expose it safely (auth plus firewall)","Model and modality support depends on loaded models and optional extras (e.g., [audio])","No clear documented idempotency or retry semantics for generation endpoints in the provided README","Some features (e.g., extended Gemma 3 context) rely on manual patching/environment changes that may be brittle"],"error_quality":0.0}