Migrating Databricks workflows and table definitions, converting storage and naming references, building workflow dependency maps, testing migrated cells, and correcting failed steps.

It helps handle differences between the two platforms, resolve dependencies, rewrite catalog references, check data availability, and verify migrated job steps.

oracle-ai-data-platform-workbench-databricks-migrator — Plugin for Claude Code by ahmedawan-oracle: A migration toolkit for moving Databrick

Q: What is oracle-ai-data-platform-workbench-databricks-migrator?

A migration toolkit for moving Databricks notebooks, jobs, schedules, and catalog definitions to Oracle AI Data Platform. Databricks is a platform for data processing, and a catalog definition describes where tables and other data objects live.

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Claude Code

/plugin marketplace add ahmedawan-oracle/claude-code-plugins

agentmods

npx agentmods add plugins/ahmedawan-oracle/claude-code-plugins/oracle-ai-data-platform-workbench-databricks-migrator

Clone the repo

git clone --depth 1 https://github.com/ahmedawan-oracle/claude-code-plugins

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/plugins/ahmedawan-oracle/claude-code-plugins/oracle-ai-data-platform-workbench-databricks-migrator.svg)](https://agentmods.dev/plugins/ahmedawan-oracle/claude-code-plugins/oracle-ai-data-platform-workbench-databricks-migrator)

Your own site

<a href="https://agentmods.dev/plugins/ahmedawan-oracle/claude-code-plugins/oracle-ai-data-platform-workbench-databricks-migrator"><img src="https://agentmods.dev/badge/plugins/ahmedawan-oracle/claude-code-plugins/oracle-ai-data-platform-workbench-databricks-migrator.svg" alt="Measured on agentmods" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured The manifest loads nothing itself; its 10 skills, 4 commands, 2 agents cost 1,249 tokens a session between them.

Security scan A 0 findings. Scan, not verified.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

oracle-ai-data-platform-workbench-databricks-migrator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

claude-code-plugins/oracle-ai-data-platform-workbench-databricks-migrator/.claude-plugin/plugin.json · 42 lines

How it starts

The opening of the file, as written. The whole thing — 42 lines — stays where its author put it; the contents beside it link to each section on GitHub.

{
  "name": "oracle-ai-data-platform-workbench-databricks-migrator",
  "version": "0.2.0",
  "description": "Drive the Oracle AI Data Platform (AIDP) Databricks Migration Toolkit in natural language. Self-contained \u2014 the full Python engine (scripts/, aidp_compat/) ships bundled under engine/ and is invoked from skills via ${CLAUDE_PLUGIN_ROOT}/engine/scripts/. Teaches Claude how to plan and execute an automated end-to-end migration of Databricks (Unity Catalog / HMS) notebooks, jobs, schedules, and catalog DDL onto AIDP \u2014 Pass-1 dependency resolution + Pass-2 cell-by-cell execute/verify/fix on a live AIDP cluster using Claude with tool use. Covers job_migrate.py orchestration, catalog migration (18 DDL rewrite rules: 3-part\u21922-part name flatten, s3://\u2192oci:// via bucket-map, source-format preserved with delta.* property scrub), workflow DAG manifest building, fixup_cell rewind, pre-migration data-availability checks, write-redirect sandbox schema, and the acceptance-contract pattern for batch/streaming convergence. Bundles 10 skills, 4 slash commands, 2 reviewer agents, and 4 reference docs + an env-coords template (cli-map, ddl-rewrite-rules, gotchas, job-report-format + env-coords.template.md).",
  "homepage": "https://github.com/oracle-samples/oracle-aidp-samples/tree/main/ai/claude-code-plugins/oracle-ai-data-platform-workbench-databricks-migrator",
  "repository": "https://github.com/oracle-samples/oracle-aidp-samples",
  "license": "MIT",
  "keywords": [
    "oracle",
    "aidp",
    "databricks",
    "migration",
    "spark",
    "spark-sql",
    "delta",
    "unity-catalog",
    "hive-metastore",
    "notebooks",
    "jobs",
    "workflow",
    "dag",
    "catalog",
    "ddl",
    "rewriter",
    "claude-with-tool-use",
    "agentic",
    "automated-migration",
    "cell-by-cell",
    "verify-and-fix",
    "fixup-cell",
    "redirect-schema",
    "data-safety",
    "acceptance-contract",
    "streaming-convergence",
    "fuse",
    "volumes

Read the full file on GitHub · 42 lines

Contents

What it installs

The manifest is a name and a version. 10 skills, 4 commands, 2 agents travel with it, and installing the plugin installs all of them — 1,249 tokens a session between them. Each is measured on its own page, and each can be installed alone.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

5d ago First seen · 42 lines scan A 1f6eaf008fe7

Subscribe to this mod's changes

oracle-ai-data-platform-workbench-databricks-migrator is a plugin published in the GitHub repository ahmedawan-oracle/claude-code-plugins (2 stars, last pushed 1mo ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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oracle-ai-data-platform-workbench-databricks-migrator

Getting it into your agent

Wrote this? Show the measurements

Grade A, and why

Nothing flagged

How it starts

What it installs

What this file has done since we first saw it

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