{"id":"waybarrios-vllm-mlx","name":"vllm-mlx","homepage":null,"repo_url":"https://github.com/waybarrios/vllm-mlx","category":"ai-ml","subcategories":[],"tags":["ai-ml","inference","llm-serving","multimodal","openai-compatible","anthropic-compatible","embeddings","mcp","apple-silicon","mlx","fastapi"],"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.","use_cases":["Local/onsite LLM and vision-language model serving on Apple Silicon","RAG pipelines using the /v1/embeddings endpoint","Tool-using agent workflows via MCP tool calling","Development/testing using OpenAI/Anthropic SDKs against a local server"],"not_for":["Production deployments requiring managed SLA, global availability, or cloud-style scalability","Environments where HTTPS termination, auth hardening, and network segmentation cannot be ensured","Use cases needing fine-grained authorization controls beyond a single API key"],"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.","alternatives":["vLLM (standard CUDA/accelerator environments)","Ollama / Open WebUI stacks","llama.cpp server","OpenAI/Anthropic hosted APIs","Other MLX-based inference servers (if available)"],"af_score":54.8,"security_score":41.2,"reliability_score":21.2,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:25:57.109628+00:00","interface":{"has_rest_api":true,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Static API key via --api-key flag for server"],"oauth":false,"scopes":false,"notes":"README indicates an API key can be provided at server start; no evidence of OAuth flows or fine-grained scopes."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Self-hosted open-source project (Apache-2.0). Costs are local compute/hardware only."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":54.8,"security_score":41.2,"reliability_score":21.2,"mcp_server_quality":55.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":80.0,"rate_limit_clarity":10.0,"tls_enforcement":30.0,"auth_strength":55.0,"scope_granularity":10.0,"dependency_hygiene":50.0,"secret_handling":60.0,"security_notes":"Server supports an API key option, but the provided materials do not describe TLS configuration, header-based security, logging/PII handling, or fine-grained scopes. It also pulls in many dependencies (FastAPI/Uvicorn, gradio, opencv, torch/torchvision optional, audio stack), so maintaining dependency hygiene is important.","uptime_documented":0.0,"version_stability":35.0,"breaking_changes_history":25.0,"error_recovery":25.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_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"]}}