GitHub
Stop losing data science context. Build knowledge graphs.
About GitHub
KMDS (Knowledge Management & Data Science) revolutionizes how data scientists and developers manage complex workflows by transforming fragmented notebooks and data pipelines into comprehensive, structured knowledge graphs. By leveraging local large language models (LLMs), it enables users to scan repositories, create searchable archives of experimental histories, and visually audit data engineering artifacts—all within local environments, ensuring data privacy and security. This tool is ideal for teams and individual professionals aiming to preserve context, improve collaboration, and streamline their data science lifecycle. Its unique approach of converting scattered data assets into interconnected knowledge graphs makes tracking, understanding, and reusing data workflows more efficient than ever.
Screenshots

Pros
- ✓Transforms unstructured notebooks into organized, searchable knowledge graphs
- ✓Runs entirely locally, ensuring data privacy and security
- ✓Leverages local LLMs for advanced scanning and chat capabilities
- ✓Visualizes data workflows and engineering artifacts for easy auditing
- ✓Enhances collaboration by maintaining context across projects
Cons
- ✗May have a learning curve for users unfamiliar with knowledge graphs
- ✗Dependent on local LLM performance, which can vary based on hardware
- ✗Limited information on pricing and ongoing support options
Use Cases
Pricing
Likely follows a freemium model with core features available for free, and premium features or higher usage tiers available at a monthly cost. Exact pricing details are not publicly specified.
Quick Info
Topics
Alternatives
Similar Tools in Developer Tools
Embed Badge
Add this badge to your website to show that GitHub is featured on Visalytica.
<a href="https://www.visalytica.com/tool/github" target="_blank" rel="noopener noreferrer" style="display:inline-flex;align-items:center;gap:6px;padding:6px 14px;background:#7c3aed;color:#fff;border-radius:8px;font-family:-apple-system,system-ui,sans-serif;font-size:13px;font-weight:600;text-decoration:none;transition:background .2s" onmouseover="this.style.background='#6d28d9'" onmouseout="this.style.background='#7c3aed'"><svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2.5" stroke-linecap="round" stroke-linejoin="round"><path d="M12 20V10"/><path d="M18 20V4"/><path d="M6 20v-4"/></svg>Featured on Visalytica</a>