Forge Mcp Server

io.github.RightNow-AIPublished by GitHub account RightNow-AIv1.0.2Updated Oct 24, 2026

Turn PyTorch into fast CUDA/Triton kernels on real datacenter GPUs with up to 14x speedup.

VerifiedSTDIODesktop onlyAI & ML

Overview

AI-generated overview

A local MCP server that lets an assistant turn PyTorch code into fast CUDA/Triton kernels on real datacenter GPUs, with claimed speedups up to 14x.

What you can do
Convert PyTorch code into CUDA or Triton kernels for datacenter GPUs, aiming for faster execution than the original PyTorch implementation. The registry description advertises speedups of up to 14x, but no tool list, instructions or README are provided, so the exact operations the assistant can invoke are not documented here.
When to use it
Consider it when you have PyTorch workloads you want to accelerate by generating custom CUDA or Triton kernels, and you have access to datacenter GPUs to run them on.
Requirements
Runs as a local process on the user's machine, installed from the npm package @rightnow/forge-mcp-server over stdio. It is desktop only and not web executable. No authentication, environment variables or headers are declared. Access to real datacenter GPUs is implied by the description.
Before you install
The description promises large speedups, but no tool list, instructions or README are available to verify what the server actually does or what it sends where. Generated kernels run on GPUs and should be reviewed before use. No credentials are declared, but the lack of documentation means behavior should be checked before trusting it with code.

Installation

In SourceWeft

  1. Open Forge Mcp Server in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

This repository has no README.

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.0.2LatestSep 16, 2026

Score

25% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • License10 pts

    Declare a license in the repository or the registry entry.