stagewise vs AirLLM

A side-by-side comparison of features, pricing, and characteristics.

stagewise

Stagewise is an open-source frontend coding agent that runs locally in your browser to edit real codebases.

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AirLLM

Open-source Python library that runs very large language models on low-memory GPUs by streaming model layers one at a time.

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AttributestagewiseAirLLM
Pricing typeFree + paid (from $20/mo)Free
Korean supportNoNo
PlatformsWeb, DesktopLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple Silicon
Open sourceYesYes
API available--
SDK--
LLM-basedYes-
MultimodalYes-
AI modelOpenAI, Anthropic, Google Gemini, DeepSeek, Qwen, MiniMax, Moonshot AI, Z.AI, Xiaomi MiMo, Mistral, xAI, OpenRouter, vLLM, LM Studio, OllamaLlama, Qwen, DeepSeek, Mistral, Mixtral, Phi, Gemma
GitHub Stars6.5K33.8K
VendorStagewiseAnima AI LLC
CategoryDeveloper ToolsDeveloper Tools
DetailsView View

stagewise key features

  • In-browser editing of local codebases
  • Direct element selection and prompt-based changes
  • Multi-framework compatibility (React, Vue, Angular, etc.)
  • Fully local agent architecture
  • Smart design suggestions and UI updates

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