Oracle AI Data Platform Workbench Databricks Migrator
Drive the Oracle AI Data Platform (AIDP) Databricks Migration Toolkit in natural language. Plans and executes...
SkillMaxx / Development / Oracle AI Data Platform Workbench Engineer Agent

Oracle AI Data Platform (AIDP) Workbench engineer agent for Claude Code — a 37-skill agent that operates the full Spark/Delta lakehouse in natural language. Discovers your catalog into a grounding cache, turns plain English into accurate Spark SQL, and runs the lifecycle (CREATE/INSERT/UPDATE/DELETE
/plugin install oracle-ai-data-platform-workbench-engineer-agent@claude-plugins-officialTested ✓ on 2026-10-16: installed and loaded in a throwaway sandbox with no credentials.
Installing plugin "oracle-ai-data-platform-workbench-engineer-agent@claude-plugins-official"...✔ Successfully installed plugin: oracle-ai-data-platform-workbench-engineer-agent@claude-plugins-official (scope: user)
$ verify:
❯ oracle-ai-data-platform-workbench-engineer-agent@claude-plugins-official
Status: ✔ enabledNo official Codex instructions yet. We haven't found docs saying this works in Codex.
Know it works? Tell us →Auto-loaded from your Claude Code plugins (no extra setup per xAI docs)Tested ✓ on 2026-10-16: installed and loaded in a throwaway sandbox with no credentials.
Installed 1 plugin(s) from claude-plugins-official: oracle-ai-data-platform-workbench-engineer-agent $ verify: oracle-ai-data-platform-workbench-engineer-agent-9518916f: oracle-ai-data-platform-workbench-engineer-agent [git: https://github.com/oracle-samples/oracle-aidp-samples.git] (claude-plugins-official)
No official Cursor instructions yet. We haven't found docs saying this works in Cursor.
Know it works? Tell us →No official Pi instructions yet. We haven't found docs saying this works in Pi.
Know it works? Tell us →This repository contains a curated collection of sample notebooks demonstrating how to build data pipelines, run machine learning workloads, and integrate AI capabilities using Oracle AI Data Platform (AIDP) Workbench — a unified, governed workspace for data engineering, ML, and AI development powered by Apache Spark.
Oracle AI Data Platform Workbench is a unified, governed workspace for building, managing, and deploying AI and data-driven solutions. It brings together notebooks, agent development, orchestration, and catalog management in a single collaborative platform — empowering teams to explore data, fine-tune models, and operationalize AI with trust and speed.
Learn more about AIDP Workbench →
oracle-aidp-samples/
├── getting-started/ # Foundational notebooks for new users
│ ├── Delta_Lake/ # Delta Lake feature walkthroughs
│ └── migration/ # Migrating workloads to AIDP
├── data-engineering/
│ ├── ingestion/ # Connectors and data loading patterns
│ └── transformation/ # Pipeline architectures and table formats
│ ├── liquid-clustering/
│ ├── medallion-lake/
│ ├── scd/
│ └── streaming/
├── ai/
│ ├── agent-hub/ # Agent Hub code-first agent samples
│ │ └── agent-samples/
│ ├── agent-flows/ # Agent orchestration and scheduling
│ ├── ml-datascience/ # ML, LLM, and AI service integrations
│ └── skills/ # Agent Skills (SKILL.md packages) by product domain
│ └── analytics/ # Oracle Analytics skills
└── shared-utils/ # Reusable utilities and data generators
Foundational examples to help you get up and running on AIDP Workbench.
| Notebook | Description |
|---|---|
| Access ALH Data | Write and query data in Oracle Autonomous AI Lakehouse (ALH) using PySpark insertInto and SQL INSERT statements with external catalogs. |
| Access Object Storage Data | Read and write data from OCI Object Storage using direct access, external volumes, and external tables. |
| Analyse Data Using PySpark | PySpark fundamentals: catalog and schema setup, table creation, data insertion, schema exploration, and matplotlib visualizations. |
| Analyse Data Using SQL | Core SQL operations on AIDP including DataFrame creation, transformations, aggregations, and simple visualizations. |
| ALH External Catalog MERGE | End-to-end MERGE workflow into an ALH table via an AIDP external catalog: insert/update/delete with merge keys and OOS-staging skip optimization. |
| Native Apache Iceberg Table | Create a native Iceberg table in a Standard catalog, then explore schema and partition evolution, MERGE, snapshots, and time travel. |
| Parameterize Notebooks with Native Widgets | Native notebook widgets (text, dropdown, combobox, multiselect), job and notebook.run parameter overrides, and a fail-fast check for job parameters a widget silently ignores. |
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Drive the Oracle AI Data Platform (AIDP) Databricks Migration Toolkit in natural language. Plans and executes...
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