AirLLM vs Magic.dev
A side-by-side comparison of features, pricing, and characteristics.
AirLLM
Open-source Python library that runs very large language models on low-memory GPUs by streaming model layers one at a time.
Read the full reviewMagic.dev
Magic is an innovative coding agent aiming to be the world's first 'AI Software Engineer.' Through its proprietary LTM (Long-term Memory) model, it provides an ultra-large context window capable of understanding milli...
Read the full review| Attribute | AirLLM | Magic.dev |
|---|---|---|
| Pricing type | Free | Paid |
| Korean support | No | No |
| Platforms | Linux, macOS, CUDA-enabled NVIDIA GPUs, Apple Silicon | Web, IDE Plugin |
| Open source | Yes | No |
| API available | - | Available |
| SDK | - | Available |
| LLM-based | - | Yes |
| Multimodal | - | - |
| AI model | Llama, Qwen, DeepSeek, Mistral, Mixtral, Phi, Gemma | LTM |
| GitHub Stars | 33.8K | - |
| Vendor | Anima AI LLC | Magic AI Inc. |
| Category | Developer Tools | Developer Tools |
| Details | View | View |
AirLLM key features
- Reducing GPU memory usage through layer-wise model streaming
- Supporting inference of 70B-class models on a single 4GB GPU
- AutoModel interface based on Hugging Face model IDs
- 4-bit and 8-bit block-wise model compression
- Supporting CPU inference and Apple Silicon macOS
- Supporting various model families including Llama, Qwen, DeepSeek, and Mistral
Magic.dev key features
- LTM-2-mini Model
- 100M+ Token Context Window
- Autonomous Software Engineering
- Deep Codebase Understanding
- Complex Bug Fixing & Refactoring
- End-to-end Feature Implementation