Forge

关于

Forge is an MCP server that provides access to a powerful AI-driven optimization engine. It transforms PyTorch models into production-grade CUDA/Triton kernels, achieving significant inference speedups (up to 14x faster) while maintaining numerical correctness. By connecting any MCP-compatible AI coding agent, developers can submit PyTorch code for optimization or generate new kernels from natural language descriptions, leveraging 32 parallel AI agents and real datacenter GPU benchmarking.

主要功能

• Optimize existing PyTorch kernels into Triton/CUDA
• Utilizes 32 parallel AI swarm agents for optimization
• Smart detection for identifying GPU optimization opportunities
• Generate new optimized GPU kernels from natural language
• Benchmarks kernels on real datacenter GPUs for accuracy
• 1 GitHub stars

使用案例

• Improving performance of complex PyTorch operations like attention or custom autograd functions
• Accelerating PyTorch model inference for production deployment
• Generating custom, highly optimized CUDA/Triton kernels from scratch