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ai-dev-kit
databricks-solutions December 17, 2025
1,228 copies 0 downloads
Databricks Toolkit for Coding Agents provided by Field Engineering
Agent Definition
# Databricks AI Dev Kit <p align="center"> <img src="https://img.shields.io/badge/Databricks-Certified%20Gold%20Project-FFD700?style=for-the-badge&logo=databricks&logoColor=black" alt="Databricks Certified Gold Project"> </p> --- > 🔒 Proactive Dependency Security > As part of our commitment to supply chain integrity, we continually monitor our dependency tree against known vulnerabilities and industry advisories. In response to a recently disclosed supply chain incident affecting litellm versions 1.82.7–1.82.8, we have audited our packages and removed the litellm dependency for most usage. It is solely used in the test directory for skills evaluation and optimization, and has been pinned to a safe version. > For full third-party attribution, see NOTICE.txt. --- ## Overview AI-Driven Development (vibe coding) on Databricks just got a whole lot better. The **AI Dev Kit** gives your AI coding assistant (Claude Code, Cursor, Antigravity, Windsurf, etc.) the trusted sources it needs to build faster and smarter on Databricks. <p align="center"> <img src="databricks-tools-core/docs/architecture.svg" alt="Architecture" width="700"> </p> --- ## What Can I Build? - **Spark Declarative Pipelines** (streaming tables, CDC, SCD Type 2, Auto Loader) - **Databricks Jobs** (scheduled workflows, multi-task DAGs) - **AI/BI Dashboards** (visualizations, KPIs, analytics) - **Unity Catalog** (tables, volumes, governance) - **Genie Spaces** (natural language data exploration) - **Knowledge Assistants** (RAG-based document Q&A) - **MLflow Experiments** (evaluation, scoring, traces) - **Model Serving** (deploy ML models and AI agents to endpoints) - **Databricks Apps** (full-stack web applications with foundation model integration) - ...and more --- ## Choose Your Own Adventure | Adventure | Best For | Start Here | |----------------------------------|----------|------------| | :star: [**Install AI Dev Kit**](#install-in-existing-project) | **Start
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