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Rapid-MLX

raullenchai/Rapid-MLX

OpenAI- and Anthropic-compatible local LLM server for Apple Silicon, with a one-command launcher for Hermes

In short

Rapid-MLX is an LLM inference server for Apple Silicon built on MLX and tuned for reliable tool calling. Its rapid-mlx launch command can start Hermes, among other coding agents, against a local model.

What Rapid-MLX does

Rapid-MLX serves local models on a Mac through OpenAI-compatible and Anthropic-compatible APIs. The project focuses on tool calling for coding agents and claims decode speeds up to 4 times faster than Apple's mlx-lm on the same weights, with a published comparison against oMLX and LM Studio on a Mac Studio. Those numbers are the project's own measurements.

The top of the README shows a launcher: rapid-mlx launch <agent> runs Codex, Claude Code, OpenCode, Pi, Hermes, Crush or Goose with a local model. Running the same command again later reuses the setup, and adding --remove deletes Rapid's private profile without changing the agent's existing settings. The first reply can be slow while a model downloads and loads. It installs on a stock Apple Silicon Mac with a shell script, and the README links per-agent guides on rapidmlx.com. Topics include continuous batching, speculative decoding and MCP.

Key features

  • OpenAI- and Anthropic-compatible local server built on MLX
  • rapid-mlx launch <agent> for Codex, Claude Code, OpenCode, Pi, Hermes, Crush and Goose
  • --remove flag that removes Rapid's private profile without touching existing agent settings
  • Focus on reliable tool calling for coding agents
  • Benchmark tables against oMLX and LM Studio in the README

When to use it

  • Pointing Hermes at a local Qwen model on an Apple Silicon Mac
  • Running coding agents offline without a hosted API
  • Testing tool-calling reliability of local models across several agents

Who it is for: Apple Silicon Mac owners who want to run Hermes and other coding agents on local models.

How it fits with Hermes Agent

Rapid-MLX is a general local model server. Hermes is one of the agents its launcher supports.

How to install Rapid-MLX

These commands are copied from the project's README. Check the repository for the latest steps before you run them.

curl -fsSL https://rapidmlx.com/install.sh | bash
export PATH="$HOME/.local/bin:$PATH"

Requirements: An Apple Silicon Mac; the chosen coding agent must be installed separately

Note: The license field is not identified by GitHub, although the README describes the project as Apache 2.0.

FAQ

What is Rapid-MLX?

Rapid-MLX is an open-source LLM inference server for Apple Silicon, built on MLX, that exposes OpenAI-compatible and Anthropic-compatible APIs and targets tool calling for coding agents.

Does Rapid-MLX work with Hermes Agent?

Yes. The README says rapid-mlx launch <agent> can run Hermes, along with Codex, Claude Code, OpenCode, Pi, Crush or Goose, using a local model.

How do I install Rapid-MLX?

On a stock Apple Silicon Mac, run the install script from rapidmlx.com, restart the terminal or add ~/.local/bin to PATH, then install your agent and run rapid-mlx launch.

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