ai-agent

TT-Metal: AI Acceleration

Name: TT-Metal: AI Acceleration
Author: tenstorrent

Get low-level kernel programming with TT-Metal, for founders using GPU acceleration.

1,654 stars624 forksC++Guide quality 8/10Updated 9/2/2026100% free · open source

What it does

TT-Metal provides a low-level kernel programming model for founders to leverage GPU acceleration with C++

When to use it

•You need fine-grained control over GPU acceleration for a specific AI task
•Your application requires optimized performance and customization of neural network operators
•You're working with a team that prefers C++ for building high-performance computing applications

Ready-to-paste prompt

Compile an example TT-Metal program with `g++ -o example example.cpp -I./include -L./lib -ltt-metal`

Heads up: Ensure you have a compatible C++ compiler and GPU drivers installed, as TT-Metal requires specific versions for optimal performance

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/tt-metal && curl -fsSL https://workflowstacks.com/api/skills/tt-metal/claude-skill -o ~/.claude/skills/tt-metal/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

What's inside — free to inspect

No purchase needed

Read the entire source before you build — unlike paid marketplaces that hide it behind a buy button.

top-level files

folders

1629.2M

source size

Apache-2.0

license

Key files

.pre-commit-config.yaml

AGENTS.md

README.md

File tree

.cursor/

.github/

cmake/

contributing/

dockerfile/

docs/

infra/

model_tracer/

models/

releases/

scripts/

tech_reports/

tests/

third_party/

tools/

tt_metal/

tt_stl/

tt-train/

ttnn/

.clang-format

.clang-format-ignore

.clang-tidy

.codechecker.json

.codechecker.skiplist

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/tt-metal && curl -fsSL https://workflowstacks.com/api/skills/tt-metal/claude-skill -o ~/.claude/skills/tt-metal/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

tenstorrent

Language

C++

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