What is aidp-migrate-job?

A two-stage workflow for migrating Databricks jobs to AIDP, including dependent notebooks and task notebooks. A notebook is a document containing executable code and its outputs.

Building on a job manifest, rewriting Databricks APIs, executing notebook cells, checking errors and logs, evaluating results, and preserving the original task workflow when requested.

It adapts Databricks-specific code and checks whether the migrated tasks run correctly on a live AIDP cluster, with retries for failed attempts.

aidp-migrate-job — Skill for Claude Code by ahmedawan-oracle

Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code

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

Claude Code

/plugin install oracle-ai-data-platform-workbench-databricks-migrator

Made for: Claude Code.

Or install oracle-ai-data-platform-workbench-databricks-migrator, the plugin that ships this one along with the rest of its 10 skills, 4 commands, 2 agents.

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/skills/ahmedawan-oracle/claude-code-plugins/aidp-migrate-job/github.svg)](https://agentmods.dev/skills/ahmedawan-oracle/claude-code-plugins/aidp-migrate-job)

Your own site

<a href="https://agentmods.dev/skills/ahmedawan-oracle/claude-code-plugins/aidp-migrate-job"><img src="https://agentmods.dev/badge/skills/ahmedawan-oracle/claude-code-plugins/aidp-migrate-job/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/ahmedawan-oracle/claude-code-plugins/aidp-migrate-job"><img src="https://agentmods.dev/badge/skills/ahmedawan-oracle/claude-code-plugins/aidp-migrate-job.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 131 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,961 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00131	$0.01961
Opus 5.5	$0.00052	$0.00784
Sonnet 5.5	$0.00026	$0.00392
Haiku 4.5	$0.00013	$0.00196

Measured 2mo ago against content hash 87154f790be3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aidp-migrate-job 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 2mo 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/skills/aidp-migrate-job/SKILL.md · 145 lines

How it starts

The opening of the file, as written. The whole thing — 145 lines — stays where its author put it; the contents beside it link to each section on GitHub.

`aidp-migrate-job` — execute the migration

This is the main event. Pass-1 fixes the code, Pass-2 proves it runs.

When to use

The user is ready to migrate (manifest built, data-check clean, catalog migrated, cluster Active).
The user explicitly asks "migrate", "run the port", "execute the migration".

Do NOT invoke this skill without:

A valid manifest at reports/<job>_manifest.json (use aidp-build-dag).
A clean aidp-check-data (or an explicit "I know data is missing, proceed anyway" from the user).
An ACTIVE AIDP cluster.
ANTHROPIC_API_KEY set.
~/.oci/config valid for the chosen profile.

Canonical invocation

export ANTHROPIC_API_KEY=sk-ant-...
python3 ${CLAUDE_PLUGIN_ROOT}/engine/scripts/job_migrate.py \
  --manifest reports/<MyJob>_manifest.json \
  --cluster <CLUSTER_ID> \
  --aidp-base <AIDP_BASE> \
  --datalake-ocid <DATALAKE_OCID> \
  --workspace-id <WORKSPACE_UUID> \
  --output-base <output-workspace-path> \
  --oci-profile <profile>

For the workflow-shape variant (preserves the Databricks Job task DAG):

python3 ${CLAUDE_PLUGIN_ROOT}/engine/scripts/job_migrate_from_workflow.py \
  --manifest reports/<MyJob>_manifest.json \
  --cluster <CLUSTER_ID> \
  --aidp-base <AIDP_BASE> \
  --datalake-ocid <DATALAKE_OCID> \
  --workspace-id <WORKSPACE_UUID> \
  --output-base <output-workspace-path> \
  --oci-profile <profile>

Tail the log in another terminal:

tail -f /tmp/migration.log

Useful flags

Flag	When to use
`--jobs <name>,<name>`	Migrate only specific jobs from the manifest.
`--start-task <substring>`	Resume from this task (skip everything before). Pairs with `aidp-resume-migration`.
`--only-tasks <names>`	Run ONLY these specific tasks. Useful for re-running a single failed task.
`--skip-migrated`	Skip notebooks already migrated in a prior run (default ON). Set off with `--no-skip-migrated`.
`--parallel <N>`	Concurrent task workers (default 20). Reduce if the cluster is contended.
`--catalog-manifest <path>`	Apply deterministic source-catalog → `default` remap in string literals. Required when source code has hardcoded `<source-catalog>.<schema>` strings.

Read the full file on GitHub · 145 lines

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.

2mo ago First seen · 145 lines · 131 tokens per session scan A 87154f790be3

Subscribe to this mod's changes

aidp-migrate-job is a skill published in the GitHub repository ahmedawan-oracle/claude-code-plugins (4 stars, last pushed 3mo ago), licensed MIT. It adds 131 tokens to every session and 1,961 once invoked, about $0.0005 per session on Opus 5.5. 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.

Data and AI DevOps and cloud

aidp-migrate-job next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
aidp-migrate-jobahmedawan-oracle/claude-code-plugins	Skill	4	3mo ago	MIT	A	131	Claude Code
agent-platform-model-registrygoogle/skills	Skill	23k	today	Apache-2.0	A	60	Claude Code, Codex
foundry-config-setupmicrosoft/agent-framework	Skill	15k	yesterday	MIT	A	65	Claude Code, Codex
google-cloud-solution-agentic-analytics-spark-knowledge-cataloggoogle/skills	Skill	23k	today	Apache-2.0	A	132	Claude Code, Codex
training-checkwanshuiyin/Auto-claude-code-research-in-sleep	Skill	19k	2d ago	MIT	A	35	Claude Code
nemo-automodel-launcher-configNVIDIA/skills	Skill	3.9k	yesterday	Apache-2.0	A	30	Claude Code
finetuningmicrosoft/skills	Skill	3.2k	yesterday	MIT	A	132	Claude Code