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What is oMLX?

oMLX is a dedicated MLX server optimized for macOS, which significantly boosts the speed and efficiency of local AI tasks on Apple Silicon hardware. It specifically addresses the needs of coding agents by employing paged SSD KV caching, allowing cache blocks to be retained on disk; thus, previously accessed prefixes can be swiftly retrieved across various requests and even after server restarts, negating the need for recalculation from the ground up. Consequently, the duration required to produce the first token in extensive contexts can drop dramatically, from a span of 30 to 90 seconds down to under five seconds following the initial interaction. The server skillfully handles multiple requests simultaneously through a constant batching approach using mlx-lm’s BatchGenerator, which improves overall generation throughput by preventing requests from queuing behind a single task. oMLX can serve a diverse array of models concurrently, including LLMs, vision-language models, embedding models, and rerankers, while efficiently managing memory limitations through LRU eviction. Additionally, it supports any MLX-format model available from Hugging Face, including Qwen, LLaMA, Mistral, Gemma, DeepSeek, MiniMax, and GLM, and has the capability to work with models stored in the regular Hugging Face cache, directories linked to LM Studio, or any custom storage solutions, thus providing a seamless experience for users. This adaptability in model integration not only enhances the functionality of oMLX but also significantly benefits developers and researchers, making it a practical tool in various AI applications. Overall, oMLX stands out as a robust solution for maximizing the potential of AI on macOS systems.

What is Cheaper Inference?

Cheaper Inference acts as an API gateway that is compatible with OpenAI, providing users with access to a diverse array of AI models from multiple providers through a single API key, thereby streamlining the request process without requiring any modifications in formatting. Developers can easily switch between different providers by merely updating the base URL and API key, all while keeping the same model, messages, tools, streaming configurations, and response management intact. This platform supports both text and image models, allows for vision-enabled chat requests, offers streaming functionalities, incorporates prompt caching, includes reasoning controls, and permits temporary image uploads for handling larger vision datasets. Each request allows users to select their desired model individually, and they can filter the available catalog by model type, vision features, reasoning options, streaming capabilities, or provider name. The system is equipped with automatic retry mechanisms to address network issues and provider errors, and it has fallback routes for eligible requests to minimize the risk of failures. Furthermore, every interaction is logged in the History section, which enables teams to monitor request volume, token usage, and overall operational activity, thus providing thorough oversight and management of AI engagements. This level of transparency not only aids in optimizing resource utilization but also helps in identifying and understanding usage patterns over time, making it a valuable tool for data-driven decision-making. Overall, Cheaper Inference enhances user experience by simplifying access to a multitude of AI resources while ensuring robust management and oversight.

Media

Media

Integrations Supported

Cursor
GLM-4.1V
Gemma
Hugging Face
MiniMax
Mistral AI

Integrations Supported

Claude Fable 5.1
Claude Haiku 5.5
Claude Mythos 5.1
Claude Opus 4.8
Claude Opus 5
Claude Sonnet 5.5
DeepSeek-V4-Flash
GPT-4.1 nano
GPT-5.2-Codex
GPT-5.6 Terra
Gemini 3.1 Flash-Lite
Kimi K3
Qwen3.6-27B
Qwen3.6-35B-A3B

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

$0.48 per output

Supported Platforms

Mac

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

oMLX

Company Location

United States

Company Website

omlx.ai/

Company Facts

Organization Name

Keak

Company Location

United States

Company Website

cheaperinference.com

Categories and Features

AI Inference

Not specified

Categories and Features

AI Gateways

Not specified

AI Inference

Not specified

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