module-migrate

module-migrate is a skill for Claude Code from opendatahub-io/ai-helpers. It costs 65 tokens per session (2,179 once invoked), scanned A, original, Apache-2.0.

An analysis workflow for extracting an ODH operator component from a monolithic codebase into a standalone module. An operator is software that manages an application or service in Kubernetes.

In plain words
What is it for?
It helps inspect controllers, webhooks, permissions, embedded deployment manifests, custom-resource fields, and the code needed for a separate module repository.
Why use it?
It gives developers a concrete migration checklist instead of requiring them to manually trace controller behavior and deployment details.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the odh-modules plugin — 3 skills shipped together

Good fit It helps inspect controllers, webhooks, permissions, embedded deployment manifests, custom-resource fields, and the code needed for a separate module repository.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/opendatahub-io/ai-helpers/module-migrate
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.

Any agent
npx skills add opendatahub-io/ai-helpers --skill module-migrate
Clone the repo
git clone --depth 1 https://github.com/opendatahub-io/ai-helpers

Made for: Claude Code.

Or install odh-modules, the plugin that ships this one along with the rest of its 3 skills.

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.

agentmods badge for module-migrate

README.md
[![agentmods](https://agentmods.dev/badge/skills/opendatahub-io/ai-helpers/module-migrate/github.svg)](https://agentmods.dev/skills/opendatahub-io/ai-helpers/module-migrate)
Your own site
<a href="https://agentmods.dev/skills/opendatahub-io/ai-helpers/module-migrate"><img src="https://agentmods.dev/badge/skills/opendatahub-io/ai-helpers/module-migrate/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.

agentmods 80×15 button for module-migrate

Your own site · 80×15
<a href="https://agentmods.dev/skills/opendatahub-io/ai-helpers/module-migrate"><img src="https://agentmods.dev/badge/skills/opendatahub-io/ai-helpers/module-migrate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 65 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,179 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00065 $0.02179
Opus 5 $0.00032 $0.01090
Sonnet 5 $0.00013 $0.00436
Haiku 4.5 $0.00006 $0.00218

Measured 9d ago against content hash 61f7380a9de0, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

module-migrate 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 9d 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.

plugins/odh-modules/skills/module-migrate/SKILL.md · 237 lines

How it starts

The opening of the file, as written. The whole thing — 237 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ODH Module Migration

Analyze an in-tree ODH operator component and generate a migration checklist for extracting it into a standalone module operator.

Prerequisites

The user must have the opendatahub-io/opendatahub-operator repository (or a fork) checked out locally. This skill reads that codebase to analyze the component.

Step 1: Identify the component

Extract the component name from $ARGUMENTS. If not provided, ask the user.

Search for the component in these locations within the operator repo:

  • internal/controller/components/<name>/ (component controllers)
  • internal/controller/services/<name>/ (service controllers)
  • api/components/v1alpha1/<name>_types.go (component CRD types)
  • api/services/v1alpha1/<name>_types.go (service CRD types)

If the component is found under components/, the target API group is components.platform.opendatahub.io. If under services/, use services.platform.opendatahub.io.

Step 2: Analyze controller logic

Read all files in the component's controller directory. Document:

  1. Handler implementation -- the file implementing the handler interface (ComponentHandler or ServiceHandler). Note which interface methods are implemented.
  2. Controller setup -- how the reconciler is registered. Note if it uses the builder pattern or a legacy pattern.
  3. Action functions -- list each action (render, deploy, gc, custom) and what it does.
  4. Resources managed -- grep for resource kinds the controller creates/updates (Deployments, Services, ConfigMaps, Routes, etc.).
  5. Embedded manifests -- look for go:embed directives, template files, or inline YAML strings. Note their locations.
  6. Platform dependencies -- grep for references to DSCI, DSC, or other platform CRs within the controller logic.

Step 3: Analyze CRD types

Read the component's CRD types file. Document:

  1. Spec fields -- list all spec fields. Identify which are user-facing (belong in CommonSpec) vs operator-written (stay in Spec only).
  2. Status fields -- check if it already implements PlatformObject or uses a different status pattern.
  3. Platform-managed fields -- fields populated by the orchestrator (auth, certs, monitoring config).
  4. Validation -- CEL rules, webhook validations, enum constraints.

Read the full file on GitHub · 237 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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.

  1. 9d ago First seen · 237 lines · 65 tokens per session scan A 61f7380a9de0

Subscribe to this mod's changes

module-migrate is a skill published in the GitHub repository opendatahub-io/ai-helpers (37 stars, last pushed 2d ago), licensed Apache-2.0. It adds 65 tokens to every session and 2,179 once invoked, about $0.0003 per session on Opus 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 2026-08-30.

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