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About

Luminal is a machine-learning framework built for speed, simplicity, and composability, focusing on static graphs and compiler-based optimization to deliver high performance even for complex neural networks. It compiles models into minimal “primops” (only 12 primitive operations) and then applies compiler passes to replace those with device-specific optimized kernels, enabling efficient execution on GPU or other backends. It supports modules (building blocks of networks with a standard forward API) and the GraphTensor interface (typed tensors and graphs at compile time) for model definition and execution. Luminal’s core remains intentionally small and hackable, with extensibility via external compilers for datatypes, devices, training, quantization, and more. Quick-start guidance shows how to clone the repo, build a “Hello World” example, or run a larger model like LLaMA 3 using GPU features.

About

Symvanta gives your AI coding agent your codebase's real call graph over MCP, so it stops guessing and knows what breaks before it edits. Symvanta indexes your repositories into a live code graph: exact symbols, callers, dependencies, and blast radius across every repo in your project. It exposes that graph as MCP tools any AI coding agent can call: Cursor, Claude Code, Codex, and more. One graph across all your repos, not one repo at a time.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

ML infrastructure engineers and researchers seeking a tool offering a deployment framework for GPUs or heterogeneous devices

Audience

Software engineering teams and developers who use AI coding agents such as Cursor, Claude Code, and Codex on large or multi-repository codebases.

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Not Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

No images available

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

$19/month
Free Version Not Supported
Free Trial Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Training

Documentation Not Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Luminal
United States
luminalai.com

Company Information

Symvanta
symvanta.com

Alternatives

Alternatives

Constellation

Constellation

ShiftinBits Inc
Deci

Deci

Deci AI
Sourcetrail

Sourcetrail

Coati Software
AtomCode

AtomCode

AtomGit

Categories

AI Inference Supported
Deep Learning Supported

Categories

Code Search Supported

Integrations

Claude Code Not Supported
Cursor Not Supported
Hugging Face Supported
Llama 3 Supported
Model Context Protocol (MCP) Not Supported
OpenAI Codex Not Supported

Integrations

Claude Code Supported
Cursor Supported
Hugging Face Not Supported
Llama 3 Not Supported
Model Context Protocol (MCP) Supported
OpenAI Codex Supported
Claim Luminal and update features and information
Claim Luminal and update features and information
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Claim Symvanta and update features and information