omni-inference

Expose OpenAI-compatible inference endpoints for chat, embeddings, images, audio, and more.

Updated Jun 6, 2026
One-click install
npx skills add https://github.com/DevMHOne/nextroute --skill omni-inference
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: omni-inference
Source: https://github.com/DevMHOne/nextroute/tree/main/skills/omni-inference
Command: npx skills add https://github.com/DevMHOne/nextroute --skill omni-inference

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Provide a single, unified OpenAI-compatible inference surface that enables agents to perform chat, embeddings, images, audio (TTS/STT), moderations, rerank, and the Responses API across multiple providers with seamless routing and fallback.

Core Features & Use Cases

  • OpenAI-compatible endpoints for chat completions, embeddings, images, audio, moderations, rerank, and the Responses API.
  • Provider-agnostic routing with automatic fallback and model discovery to maximize reliability and cost-efficiency.
  • Easy integration for AI agents and tooling, enabling streamlined workflows across multiple backends without changing client code.

Quick Start

Point your client at the local NextRoute gateway and send a chat completion request to verify OpenAI-compatible routing.

Frequently Asked Questions about omni-inference

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I use a single OpenAI-compatible API endpoint for multiple AI providers?▼

Unified inference routes requests from a single OpenAI-compatible API surface to multiple providers with automatic fallback. It enables AI agents to perform chat, embeddings, images, and audio across backends without changing client code.

What do I need to set up OpenAI-compatible routing for autonomous agents?▼

OpenAI-compatible routing requires a running NextRoute gateway and a valid API key. You must configure the NEXTROUTE_URL and NEXTROUTE_KEY environment variables for authentication before pointing your agent client at the gateway.

Does this unified inference API support embeddings, rerank, and the Responses API?▼

Yes, the unified API supports embeddings, rerank, moderations, and the Responses API alongside standard chat completions, images, and audio. This allows AI agents to handle multiple modalities through one provider-agnostic endpoint.

How does automatic fallback and model discovery work for API endpoints?▼

Automatic fallback and model discovery route API requests across available providers to maximize reliability and cost-efficiency. When a provider fails, the gateway redirects the inference request to another backend seamlessly.

Can I integrate provider-agnostic inference into existing AI agent workflows?▼

Yes, provider-agnostic inference integrates easily into existing AI agents and tooling. By pointing your client at the local NextRoute gateway, you can streamline workflows across multiple backends using the standard OpenAI-compatible format.