# Rapid-MLX review

> Rapid-MLX is an open-source (Apache 2.0) OpenAI- and Anthropic-compatible LLM inference server for Apple Silicon, built on MLX, focused on reliable tool calling for coding agents. Up to 4× faster than Apple's MLX (mlx-lm) on the same weights.

Devtoolwatch Board, the week of Oct 25–31, 2026. Canonical page: https://index.devtoolwatch.com/tools/raullenchai-rapid-mlx/

## Rapid-MLX at a glance

- **Category:** [Inference and training](https://index.devtoolwatch.com/categories/inference-and-training/)
- **Website:** [rapidmlx.com](https://rapidmlx.com)

## Usage data (the week of Oct 25–31, 2026)

- Board rank: #229 overall, #24 in Inference and training, momentum score 40
- Downloads that week: 2.1k (+16% vs 4-week average)
- New GitHub stars per week (last 12 weeks): Aug 9: 62; Aug 16: 54; Aug 23: 36; Aug 30: 104; Sep 6: 70; Sep 13: 62; Sep 20: 55; Sep 27: 51; Oct 4: 71; Oct 11: 41; Oct 18: 29; Oct 25: 58

## Rapid-MLX alternatives

| Rank | Tool | Stars | Downloads/wk |
|---|---|---|---|
| #1 | [dsh-our-free-model](https://index.devtoolwatch.com/tools/ebony-vinyl-dsh-our-free-model/) | 54.3k | – |
| #2 | [magpie](https://index.devtoolwatch.com/tools/yetone-magpie/) | 26.9k | – |
| #3 | [Strata](https://index.devtoolwatch.com/tools/niko1221-strata/) | 37.1k | – |
| #4 | [edge0](https://index.devtoolwatch.com/tools/edge0-ai-edge0/) | 8.9k | – |
| #5 | [OmniRoute](https://index.devtoolwatch.com/tools/diegosouzapw-omniroute/) | 83.2k | 106k |
| #6 | [CLIProxyAPI](https://index.devtoolwatch.com/tools/router-for-me-cliproxyapi/) | 57.1k | – |

## Rapid-MLX FAQ

### How popular is Rapid-MLX?

Rapid-MLX has 4.1k GitHub stars as of Nov 1, 2026. It gained 58 new stars in the week of Oct 25–31, 2026, against a 12-week average of 58 a week. Its main package had 2.1k downloads that week, +16% against its own 4-week average. That made it #24 among LLM inference and training tools on the Devtoolwatch Board.

### What are the best alternatives to Rapid-MLX?

Other LLM inference and training tools on the Devtoolwatch Board in the week of Oct 25–31, 2026, by momentum: dsh-our-free-model (#1), magpie (#2), Strata (#3), edge0 (#4), OmniRoute (#5). The alternatives table above has their numbers.

## Sources

1. [Devtoolwatch Board, the week of Oct 25–31, 2026](https://index.devtoolwatch.com/)