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.