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databricks-ai-dev-kit - Claude Code Plugin | ClaudePluginHub

Plugin

databricks-ai-dev-kit

Name: databricks-ai-dev-kit
Author: leary-poken

By leary-poken

Databricks development toolkit with skills for data engineering, ML, and AI agents plus MCP tools for direct Databricks operations

npx claudepluginhub leary-poken/ai-dev-kit --plugin databricks-ai-dev-kit

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Med: 0·Avg: 274

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Med: 0·Avg: 1

What's Inside

Skills26

template

/TEMPLATE

A brief one-sentence description of what this skill helps with.

databricks-agent-bricks

/databricks-agent-bricks

Create and manage Databricks Agent Bricks: Knowledge Assistants (KA) for document Q&A, Genie Spaces for SQL exploration, and Supervisor Agents (MAS) for multi-agent orchestration. Use when building conversational AI applications on Databricks.

databricks-ai-functions

/databricks-ai-functions

Use Databricks built-in AI Functions (ai_classify, ai_extract, ai_summarize, ai_mask, ai_translate, ai_fix_grammar, ai_gen, ai_analyze_sentiment, ai_similarity, ai_parse_document, ai_query, ai_forecast) to add AI capabilities directly to SQL and PySpark pipelines without managing model endpoints. Also covers document parsing and building custom RAG pipelines (parse → chunk → index → query).

databricks-aibi-dashboards

/databricks-aibi-dashboards

Create Databricks AI/BI dashboards. CRITICAL: You MUST test ALL SQL queries via execute_sql BEFORE deploying. Follow guidelines strictly.

databricks-app-python

/databricks-app-python

Builds Python-based Databricks applications using Dash, Streamlit, Gradio, Flask, FastAPI, or Reflex. Handles OAuth authorization (app and user auth), app resources, SQL warehouse and Lakebase connectivity, model serving integration, and deployment. Use when building Python web apps, dashboards, ML demos, or REST APIs for Databricks, or when the user mentions Streamlit, Dash, Gradio, Flask, FastAPI, Reflex, or Databricks app.

Hooks1

Event Hooks

2 hooks across 1 event

MCP Servers1

databricks

admin

The plugin manifest points to a different repository than the source indexed by ClaudePluginHub.

Stats

Version1.0.0

LanguagePython

Stars1

MaintenanceExcellent

LicenseDB License (see repo)

Last CommitMay 13, 2026

AddedMar 24, 2026

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databricks-ai-dev-kit1

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Server config contains admin-level keywords

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README

Databricks AI Dev Kit

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, Windsurf, etc.) the trusted sources it needs to build faster and smarter on Databricks.

Architecture

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)
...and more

Choose Your Own Adventure

Adventure	Best For	Start Here
:star: Install AI Dev Kit	Start here! Follow quick install instructions to add to your existing project folder	Quick Start (install)
Visual Builder App	Web-based UI for Databricks development	`databricks-builder-app/`
Core Library	Building custom integrations (LangChain, OpenAI, etc.)	`pip install`
Skills Only	Provide Databricks patterns and best practices (without MCP functions)	Install skills
MCP Tools Only	Just executable actions (no guidance)	Register MCP server

Quick Start

Prerequisites

uv - Python package manager
Databricks CLI - Command line interface for Databricks
AI coding environment (one or more):

Install in existing project

By default this will install at a project level rather than a user level. This is often a good fit, but requires you to run your client from the exact directory that was used for the install. Note: Project configuration files can be re-used in other projects. You find these configs under .claude, .cursor, or .gemini

Mac / Linux

Basic installation (uses DEFAULT profile, project scope)

bash <(curl -sL https://raw.githubusercontent.com/databricks-solutions/ai-dev-kit/main/install.sh)

Advanced Options (click to expand)

Global installation with force reinstall

bash <(curl -sL https://raw.githubusercontent.com/databricks-solutions/ai-dev-kit/main/install.sh) --global --force

Specify profile and force reinstall

bash <(curl -sL https://raw.githubusercontent.com/databricks-solutions/ai-dev-kit/main/install.sh) --profile DEFAULT --force

Install for specific tools only

bash <(curl -sL https://raw.githubusercontent.com/databricks-solutions/ai-dev-kit/main/install.sh) --tools cursor,gemini

Next steps: Respond to interactive prompts and follow the on-screen instructions.

Note: Cursor and Copilot require updating settings manually after install.

Windows (PowerShell)

Basic installation (uses DEFAULT profile, project scope)

irm https://raw.githubusercontent.com/databricks-solutions/ai-dev-kit/main/install.ps1 | iex

Advanced Options (click to expand)

Download script first

irm https://raw.githubusercontent.com/databricks-solutions/ai-dev-kit/main/install.ps1 -OutFile install.ps1

Global installation with force reinstall

.\install.ps1 -Global -Force

Specify profile and force reinstall

.\install.ps1 -Profile DEFAULT -Force

Install for specific tools only

.\install.ps1 -Tools cursor,gemini

Next steps: Respond to interactive prompts and follow the on-screen instructions.

Note: Cursor and Copilot require updating settings manually after install.

Visual Builder App

Full-stack web application with chat UI for Databricks development:

cd ai-dev-kit/databricks-builder-app
./scripts/setup.sh
# Follow instructions to start the app

Core Library

Use databricks-tools-core directly in your Python projects:

from databricks_tools_core.sql import execute_sql

View full README on GitHub

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databricks-ai-dev-kit

Popularity

What's Inside

Help us improve

Health & Quality

Confidence

README

Databricks AI Dev Kit

Overview

What Can I Build?

Choose Your Own Adventure

Quick Start

Prerequisites

Install in existing project

Mac / Linux

Windows (PowerShell)

Visual Builder App

Core Library

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Databricks AI Dev Kit

Overview

What Can I Build?

Choose Your Own Adventure

Quick Start

Prerequisites

Install in existing project

Mac / Linux

Windows (PowerShell)

Visual Builder App

Core Library