{"id":"xorbitsai-inference","name":"inference","af_score":48.5,"security_score":43.8,"reliability_score":36.2,"what_it_does":"Xinference (Xorbits Inference) is an inference/model-serving library that lets you run and serve language, speech, and multimodal (and vision/audio-related) models through multiple interfaces, including an OpenAI-compatible REST API, with support for local, self-hosted, and distributed deployments using heterogeneous hardware (CPU/GPU).","best_when":"You want a unified, OpenAI-compatible inference layer to serve many model families (LLM/speech/multimodal) on your own infrastructure (laptop/on-prem/cloud) and optionally scale out.","avoid_when":"You need a fully specified OpenAPI spec, detailed auth/rate-limit semantics, or strongly documented reliability/SLA/error-code behavior (not visible from the provided excerpts).","last_evaluated":"2026-03-29T14:55:38.360791+00:00","has_mcp":false,"has_api":true,"auth_methods":["Self-hosted deployment (auth not specified in provided README excerpt)","Potentially application-level controls via reverse proxy / gateway (not documented in provided content)"],"has_free_tier":false,"known_gotchas":["No evidenced MCP server/tool schema in provided content (agents may need to call REST endpoints directly).","Auth and rate-limit semantics are not documented in provided excerpt, so agents may need conservative client-side retry/backoff and rely on proxy/server behavior."],"error_quality":0.0}