Forge - GPU Kernel Optimization
Content
Forge MCP Server
Swarm agents that turn slow PyTorch into fast CUDA/Triton kernels, from any AI coding agent.
What it does
- Optimize existing kernels - Submit PyTorch code, get back an optimized Triton/CUDA kernel
- Generate new kernels - Describe an operation, get a production-ready optimized kernel
- 32 parallel swarm agents - Coder+Judge pairs compete to find the fastest kernel
- Real GPU benchmarking - Every kernel is tested on datacenter hardware (B200, H200, H100, A100, L40S, T4)
- Up to 14x faster than torch.compile(mode='max-autotune')
- One-click auth - Browser-based OAuth, no API keys needed
Quick Start
claude mcp add forge-mcp -- npx -y @rightnow/forge-mcp-server
Tools
┌────────────────┬───────────────────────────────────────────────┐
│ Tool │ Description │
├────────────────┼───────────────────────────────────────────────┤
│ forge_auth │ Authenticate with Forge via browser │
├────────────────┼───────────────────────────────────────────────┤
│ forge_optimize │ Optimize PyTorch code into fast GPU kernels │
├────────────────┼───────────────────────────────────────────────┤
│ forge_generate │ Generate optimized kernels from a description │
├────────────────┼───────────────────────────────────────────────┤
│ forge_credits │ Check credit balance │
├────────────────┼───────────────────────────────────────────────┤
│ forge_status │ Check job status │
├────────────────┼───────────────────────────────────────────────┤
│ forge_cancel │ Cancel a running job │
├────────────────┼───────────────────────────────────────────────┤
│ forge_sessions │ List past optimization sessions │
└────────────────┴───────────────────────────────────────────────┘
Pricing
Pay-as-you-go. $15/credit, 25% off at 10+. Free trial included - optimize 1 kernel, no credit card required.
https://rightnowai.co - https://github.com/RightNow-AI/forge-mcp-server - https://www.npmjs.com/package/@rightnow/forge-mcp-server
Server Config
{
"mcpServers": {
"forge": {
"command": "npx",
"args": [
"-y",
"@rightnow/forge-mcp-server"
]
}
}
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