Forge - GPU Kernel Optimization

@RightNow-AI

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a month 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.

Overview 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

Try in Playground

Server Config

{
  "mcpServers": {
    "forge": {
      "command": "npx",
      "args": [
        "-y",
        "@rightnow/forge-mcp-server"
      ]
    }
  }
}

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