opendatahub-operator: Instructions file for Codex

AGENTS.md

opendatahub-operator AGENTS.md is an instructions file for Codex, OpenCode from opendatahub-io/opendatahub-operator. It costs 789 tokens per session, scanned A, original, Apache-2.0.

Contributor instructions for OpenDataHub Operator, a Kubernetes operator that deploys and manages an AI and machine-learning platform on OpenShift. It covers component controllers, builds, tests, and required quality checks.

In plain words
What is it for?
Use it when building the operator, adding components, changing controllers, or running unit and end-to-end tests.
Why use it?
It makes the required preparation, code generation, testing, and validation steps clear before changes are submitted.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions Claude Code.

This is opendatahub-io/opendatahub-operator's own configuration. It tells Codex and OpenCode how to work on opendatahub-operator itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything opendatahub-operator configures →

Reuse

Borrowing it

Nothing to install: this file belongs to opendatahub-io/opendatahub-operator. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/opendatahub-io/opendatahub-operator/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/opendatahub-io/opendatahub-operator

Made for: Codex, OpenCode.

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 opendatahub-operator AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/opendatahub-io/opendatahub-operator/agents-md/github.svg)](https://agentmods.dev/instructions/opendatahub-io/opendatahub-operator/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/opendatahub-io/opendatahub-operator/agents-md"><img src="https://agentmods.dev/badge/instructions/opendatahub-io/opendatahub-operator/agents-md/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 opendatahub-operator AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/opendatahub-io/opendatahub-operator/agents-md"><img src="https://agentmods.dev/badge/instructions/opendatahub-io/opendatahub-operator/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 789 This file is loaded in full into every session.
When invoked 789 The same file — it is already loaded in full.
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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00789 $0.00789
Opus 5 $0.00394 $0.00394
Sonnet 5 $0.00158 $0.00158
Haiku 4.5 $0.00079 $0.00079

Measured 6d ago against content hash 46f1736dac0b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

opendatahub-operator AGENTS.md 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 6d 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.

AGENTS.md · 69 lines

How it starts

The opening of the file, as written. The whole thing — 69 lines — stays where its author put it; the contents beside it link to each section on GitHub.

opendatahub-operator

Kubernetes operator deploying AI/ML platform on OpenShift. Manages 16 components via DataScienceCluster (DSC) and DSCInitialization (DSCI) CRs with dedicated per-component controllers.

Required Reading

Read before starting work:

  • CONTRIBUTING.md — PR workflow, quality gates, code style
  • docs/DESIGN.md — Architecture, CRDs, reconciliation design
  • docs/COMPONENT_INTEGRATION.md — New component integration guide

Build & Test

make build                         # Build binary
make unit-test                     # Unit tests
make e2e-test                      # E2E tests (requires cluster)
make lint                          # golangci-lint
make run-nowebhook                 # Run locally (dev)
make new-component COMPONENT=name  # Scaffold new component

Quality Gates (MANDATORY)

Run after every code change. Fix all failures before finishing:

make generate manifests api-docs   # Codegen
make fmt                           # Format
make lint                          # Lint

Include any generated diff in your changes.

Conventions

  • Wrap errors: fmt.Errorf("context: %w", err). Use k8serr.IsNotFound() etc.
  • Use go-multierror for collecting multiple errors.
  • Commits: conventional format type(scope): description.
  • Platform builds: -tags=odh or -tags=rhoai. ODH_PLATFORM_TYPE=OpenDataHub|rhoai.
  • OpenShift resources (Routes, OAuth, ConsoleLinks) may not exist on vanilla K8s — always handle with three-way branch (found / IsNotFound|IsNoMatchError / other error).

Critical Rules

  1. GC action MUST be last in action chain
  2. Management states: Managed (deployed), Removed (cleaned up), empty = Removed

Before Writing Code

Read existing files in same area. File locations follow pattern <component> = dashboard, kserve, ray, etc:

  • API types: api/components/v1alpha1/<component>_types.go
  • Controller: internal/controller/components/<component>/<component>_controller.go
  • Actions: internal/controller/components/<component>/<component>_controller_actions.go
  • Tests: internal/controller/components/<component>/*_test.go, tests/e2e/
  • Reconciler builder: pkg/controller/reconciler/
  • Component handler interface: internal/controller/components/registry/registry.go

Read the full file on GitHub · 69 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.

  1. 6d ago First seen · 69 lines · 789 tokens per session scan A 46f1736dac0b

Subscribe to this mod's changes

opendatahub-operator AGENTS.md is an instructions file published in the GitHub repository opendatahub-io/opendatahub-operator (109 stars, last pushed today), licensed Apache-2.0. It adds 789 tokens to every session, about $0.0039 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 2026-09-03.

Related

Other instructions, from other repositories

next.js AGENTS.md

AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.

vercel/next.js · 7,296 tokens

codex AGENTS.md

AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.

openai/codex · 5,153 tokens

vscode buildNext.instructions.md

Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).

microsoft/vscode · 6,785 tokens

spec-kit AGENTS.md

AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.

github/spec-kit · 7,104 tokens

vscode oss-third-party-notices.instructions.md

Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).

microsoft/vscode · 5,001 tokens

langchain AGENTS.md

AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.

langchain-ai/langchain · 4,469 tokens