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  ---
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- title: README
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- emoji: 📊
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- colorFrom: blue
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- colorTo: yellow
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- sdk: static
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- pinned: false
 
 
 
 
 
 
 
 
 
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- Edit this `README.md` markdown file to author your organization card.
 
 
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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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+ ---
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+
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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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+ ---
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+ ## What We Build
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+
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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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+
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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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  ---
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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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+ ---
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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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+
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  ---
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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.