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Organization Card

SciTools

SciTools builds software for deep code comprehension, analysis, and onboarding.

For over two decades, SciTools has helped developers, security teams, and organizations understand large, complex codebases — especially those that are unfamiliar, legacy, or safety-critical.

Our flagship products focus on answering hard questions about code:

  • How does this system really work?
  • Where are the risks, dependencies, and design boundaries?
  • How can new developers become productive faster?

Available Models

Model Family Parameters Model Quantization Direct Download SHA 256
Alibaba Cloud Qwen3 1.7 Billion Qwen3-1.7B Q4_K_M Download b139949c5bd74937ad8ed8c8cf3d9ffb1e99c866c823204dc42c0d91fa181897
Alibaba Cloud Qwen3 4 Billion Qwen3-4B Q4_K_M Download 7485fe6f11af29433bc51cab58009521f205840f5b4ae3a32fa7f92e8534fdf5
Alibaba Cloud Qwen3 8 Billion Qwen3-8B Q4_K_M Download d98cdcbd03e17ce47681435b5150e34c1417f50b5c0019dd560e4882c5745785
IBM Granite 4 3 Billion Granite-4.0-Micro Q4_K_M Download 3ed0a9f397bab63eb93231449086ce5dc3f309598d007825fc01cfd32c4b93e1

Help me choose a local LLM for Understand


What We Build

Understand
A static code analysis and comprehension platform that provides rich insight into code structure, dependencies, metrics, and architecture across many programming languages.

Onboard
An AI-assisted web tool designed to help developers explore and understand codebases more effectively by combining static analysis with local language models.


Our Approach to AI

We focus on local, transparent, and developer-controlled AI.

  • Models run locally whenever possible
  • Clear model provenance and reproducibility
  • No hidden fine-tuning or prompt manipulation
  • Designed to integrate with real engineering workflows

The models hosted here are provided to support SciTools products as well as other GGUF-compatible tools.


Who Uses SciTools

SciTools products are used by:

  • Software engineers and architects
  • Security and assurance teams
  • Organizations working with large or long-lived codebases
  • Teams operating in regulated or high-assurance environments

Learn More


SciTools is a small, engineering-focused company.
We value clarity, correctness, and tools that earn trust over time.

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