Mako

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Makora is a Coding & Development tool that automatically optimizes GPU performance. It leverages an LLM agent to generate, validate, and inject custom GPU kernels into PyTorch workloads, reducing cost and performance engineering time.

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At a glance

Pricing

Freemium · Enterprise

Free tier

Yes

API

Skill level

Technical

About

What is Mako?

Makora is an AI-powered platform designed to automatically unlock peak GPU performance for various applications. It streamlines the process of GPU code generation, optimization, and deployment, significantly reducing the time and cost associated with performance engineering. The platform features MakoraGenerate, an AI agent that writes and validates high-performance GPU kernels in under 60 seconds. Makora also offers continuous AI-driven optimization through MakoraOptimize, which fine-tunes parameters and improves performance behind the scenes. It integrates seamlessly with popular frameworks like PyTorch, vLLM, and SGLang, and supports universal deployment across NVIDIA, AMD, AWS, GCP, and Oracle GPUs without requiring software rewrites.

Best used for

Ideal for developers who need to accelerate large language models, optimize transformer architectures, and improve high-throughput inference workloads. Especially valuable for reducing weeks of performance engineering into hours by automating GPU code generation and continuous optimization across diverse hardware.

Common actions

optimize GPU performance

generate GPU kernels

deploy GPU code

automate performance engineering

fine-tune GPU parameters

Capabilities

Key features

Automated GPU code generation
AI-driven optimization
Universal GPU deployment
PyTorch, vLLM, SGLang integration
Custom GPU kernel injection
Performance regression CI/CD

Target Audience

developer

Integrations

pytorchvllmsglang

Pricing & Plans

Freemium · Enterprise

Not publicly disclosed. Check mako.dev for current pricing.

FAQs

What types of applications benefit most from Makora?

Large language models, transformer architectures, and high-throughput inference workloads see significant performance gains. Computer vision models, recommendation systems, and any GPU-bottlenecked application also benefit from Makora's automated kernel optimization capabilities.

Do I need to know CUDA to use Makora?

No, MakoraOptimize handles all GPU programming complexity automatically. You can describe the desired logic using Python-like syntax or natural language, and Makora will generate and optimize the GPU code for you.

What are the differences between the Free, Pro, and Enterprise plans?

The Free plan offers 5 credits and supports CUDA & Triton on H100 GPUs. The Pro plan includes usage-based credits, up to 10 users, and supports CUDA, HIP & Triton across all NVIDIA GPUs. The Enterprise plan offers the lowest cost per generation, all backends & hardware targets, CI/CD automation, and custom agent fine-tuning.

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Open Source & Models DevOps & Infrastructure No-Code / Low-Code Testing & QA Backend & APIs Prompt Engineering

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