Forge - GPU Kernel Optimization

Created By

RightNow-AI6 days ago

Turn slow PyTorch into fast CUDA/Triton kernels. 32 parallel swarm agents optimize your code on real datacenter GPUs (B200, H200, H100, A100) with up to 14x speedup over torch.compile.

# gpu

# cuda

Overview Content Tools Comments

Overview

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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