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README.md
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---
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# SciTools
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SciTools builds software for **deep code comprehension, analysis, and onboarding**.
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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.
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Our flagship products focus on answering hard questions about code:
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- How does this system really work?
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- Where are the risks, dependencies, and design boundaries?
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- How can new developers become productive faster?
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---
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## Available Models
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| Model Family | Parameters | Model | Quantization | Direct Download |
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|-------------|-------|-------|--------------|-----------------|
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| Llama 3.2 | 1 Billion | Llama-3.2-1B-Instruct | Q8_0 | [Download](https://huggingface.co/SciTools/Llama3.2/resolve/main/Llama-3.2-1B-Instruct-Q8_0.gguf?download=true) |
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| Llama 3.2 | 3 Billion | Llama-3.2-3B-Instruct | Q8_0 | [Download](https://huggingface.co/SciTools/Llama3.2/resolve/main/Llama-3.2-3B-Instruct-Q8_0.gguf?download=true) |
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| Llama 3.2 | 8 Billion | Llama-3.2-8B-Instruct | Q5_K_M | [Download](https://huggingface.co/SciTools/Llama3.2/resolve/main/Llama-3.2-8B-Instruct-Q5_K_M.gguf?download=true) |
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| Qwen3 | .6 Billion | Qwen3-0.6B | Q4_K_M | [Download](https://huggingface.co/SciTools/Qwen3/resolve/main/Qwen3-0.6B-Q4_K_M.gguf?download=true) |
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| Qwen3 | 1.7 Billion | Qwen3-1.7B | Q4_K_M | [Download](https://huggingface.co/SciTools/Qwen3/resolve/main/Qwen3-1.7B-Q4_K_M.gguf?download=true) |
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| Qwen3 | 4 Billion | Qwen3-4B | Q4_K_M | [Download](https://huggingface.co/SciTools/Qwen3/resolve/main/Qwen3-4B-Q4_K_M.gguf?download=true) |
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| Qwen3 | 8 Billion | Qwen3-8B | Q4_K_M | [Download](https://huggingface.co/SciTools/Qwen3/resolve/main/Qwen3-8B-Q4_K_M.gguf?download=true) |
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| Qwen3 | 14 Billion | Qwen3-14B | Q4_K_M | [Download](https://huggingface.co/SciTools/Qwen3/resolve/main/Qwen3-14B-Q4_K_M.gguf?download=true) |
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---
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## What We Build
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**Understand**
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A static code analysis and comprehension platform that provides rich insight into code structure, dependencies, metrics, and architecture across many programming languages.
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**Onboard**
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An AI-assisted web tool designed to help developers explore and understand codebases more effectively by combining static analysis with local language models.
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---
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## Our Approach to AI
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We focus on **local, transparent, and developer-controlled AI**.
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- Models run locally whenever possible
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- Clear model provenance and reproducibility
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- No hidden fine-tuning or prompt manipulation
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- Designed to integrate with real engineering workflows
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The models hosted here are provided to support SciTools products as well as other GGUF-compatible tools.
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---
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## Who Uses SciTools
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SciTools products are used by:
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- Software engineers and architects
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- Security and assurance teams
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- Organizations working with large or long-lived codebases
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- Teams operating in regulated or high-assurance environments
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---
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## Learn More
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- Website: https://scitools.com
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- Documentation & Support: https://support.scitools.com
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SciTools is a small, engineering-focused company.
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We value clarity, correctness, and tools that earn trust over time.
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