What is aidp-check-data?

A pre-migration scan for data-processing notebooks that checks whether referenced tables, schemas, and file paths exist on an AIDP cluster.

Use it after building a migration dependency graph and before migrating jobs, or to check whether migrated data is ready.

It finds missing source data or incorrect storage locations before an expensive migration run begins.

aidp-check-data — 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-check-data/github.svg)](https://agentmods.dev/skills/ahmedawan-oracle/claude-code-plugins/aidp-check-data)

Your own site

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

Per session 87 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,380 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	$0.00087	$0.01380
Opus 5.5	$0.00035	$0.00552
Sonnet 5.5	$0.00017	$0.00276
Haiku 4.5	$0.00009	$0.00138

Measured 2mo ago against content hash d707b8d41752, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aidp-check-data 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-check-data/SKILL.md · 102 lines

How it starts

The opening of the file, as written. The whole thing — 102 lines — stays where its author put it; the contents beside it link to each section on GitHub.

`aidp-check-data` — pre-migration data-availability scan

Pass-2 of the migrator is expensive (live cluster time + Claude-with-tool-use tokens per cell). Running this scan first catches the "no source table" and "wrong bucket" failure modes in seconds instead of hours.

When to use

After aidp-build-dag, before aidp-migrate-job.
After aidp-migrate-catalog (verify schemas + tables actually landed).
Any time the user wonders "is the data ready".

Invocation

python3 ${CLAUDE_PLUGIN_ROOT}/engine/scripts/check_data_availability.py \
  --root "<databricks-workspace-path>" \
  --cluster <CLUSTER_ID> \
  --aidp-base <AIDP_BASE> \
  --datalake-ocid <DATALAKE_OCID> \
  --workspace-id <WORKSPACE_UUID> \
  --oci-profile <profile>

Or for the workflow-shape input (matches aidp-build-dag's workflow path):

python3 ${CLAUDE_PLUGIN_ROOT}/engine/scripts/check_data_availability_for_workflow.py \
  --job-id <databricks-job-id> \
  --cluster <CLUSTER_ID> \
  --aidp-base <AIDP_BASE> \
  --datalake-ocid <DATALAKE_OCID> \
  --workspace-id <WORKSPACE_UUID> \
  --oci-profile <profile>

What it does

Walks every notebook in the manifest.
Extracts every reference to:
- spark.read.table("...") / spark.table("...")
- spark.read.parquet/csv/json/delta("...")
- .saveAsTable("...") (target — wrote-to)
- 3-part name references in %sql / spark.sql(...) strings
For each unique reference, opens a Spark session on the cluster and runs a probe:
- tables → DESCRIBE TABLE <fq> (and SHOW TABLES IN <schema> to differentiate "schema missing" from "table missing")
- paths → dbutils.fs.ls(path) via the migrator's helper
Emits a report with three columns:
- OK — table/path exists, accessible
- MISSING — does not exist on the cluster
- EMPTY — exists but has 0 rows / 0 files (often a sign that the catalog migration succeeded but data wasn't replicated)

Read the full file on GitHub · 102 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 · 102 lines · 87 tokens per session scan A d707b8d41752

Subscribe to this mod's changes

aidp-check-data is a skill published in the GitHub repository ahmedawan-oracle/claude-code-plugins (4 stars, last pushed 3mo ago), licensed MIT. It adds 87 tokens to every session and 1,380 once invoked, about $0.0003 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 Databases

aidp-check-data next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
aidp-check-dataahmedawan-oracle/claude-code-plugins	Skill	4	3mo ago	MIT	A	87	Claude Code
embeddingsruvnet/ruflo	Skill	81k	yesterday	MIT	A	62	Claude Code
rag-pineconedavila7/claude-code-templates	Skill	33k	today	MIT	A	65	Claude Code, Codex
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