# Mirai Labs — developer ecosystem report

> On-device AI infrastructure. Inference, models, optimizations.

- GitHub org: `trymirai`
- Category: other
- Overall score: 38.0 / 100
- Overall rank: #484
- Last refreshed: 2026-11-13

## Pillar scores

| Pillar | Score / 100 | Rank | Weight in overall |
| --- | --- | --- | --- |
| Code & Polish | 40.0 | #732 | ~22% |
| Education | 78.0 | #136 | ~18% |
| AI readiness | 19.0 | #627 | part of Reach |
| Builder experience | 0.0 | #1 | ~12% |
| Community | 40.0 | #358 | ~16% |
| Reach | 19.0 | #777 | ~18% |
| Momentum | 42.0 | #336 | ~14% |

## Links

- GitHub: https://github.com/trymirai
- Website: https://trymirai.com

## Public GitHub totals

| Metric | Value |
| --- | --- |
| Repos analyzed | 12 |
| Stars | 3,494 |
| Forks | 265 |
| Open issues | 50 |
| Contributors | — |

## Top repositories

| Repo | Stars | Language | Description |
| --- | --- | --- | --- |
| [uzu](https://github.com/trymirai/uzu) | 3,308 | Rust | A high-performance inference engine for AI models |
| [lalamo](https://github.com/trymirai/lalamo) | 104 | Python | JAX infrastructure for model optimisation |
| [swift-sensors](https://github.com/trymirai/swift-sensors) | 32 | Swift | A Swift package that uses IOKit private APIs and exposes system sensor data including thermal, voltage, current, memory, |
| [sglang](https://github.com/trymirai/sglang) | 24 | Python | SGLang fork to reproduce the official Mirai Labs DFlash-TfM results |
| [xgrammar-rs](https://github.com/trymirai/xgrammar-rs) | 12 | Rust | — |
| [miraitensors](https://github.com/trymirai/miraitensors) | 5 | Python | Simple, safe way to store and distribute tensors with INT4 |
| [mpsgraph-rs](https://github.com/trymirai/mpsgraph-rs) | 4 | Rust | — |
| [swift-python](https://github.com/trymirai/swift-python) | 1 | C | — |
| [prefect](https://github.com/trymirai/prefect) | 1 | — | Prefect is a workflow orchestration framework for building resilient data pipelines in Python. |
| [qwendoom](https://github.com/trymirai/qwendoom) | 1 | Python | — |
| [kl-eval](https://github.com/trymirai/kl-eval) | 1 | Python | Standartized KL eval suite for lalamo and lcpp |
| [slang-rs](https://github.com/trymirai/slang-rs) | 0 | Rust | Rust bindings for the Slang shader language compiler |

## Methodology

Scores are computed from public signals only (GitHub, package registries, docs sites, community platforms). Pillar definitions: https://www.smoower.com/docs.md

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