cdf-orchestration-write-dag SKILL.md skillA
cdf-orchestration-write-dag from nvidia/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nvidia/skills/cdf-orchestration-write-dag@v1.0.1Pins v1.0.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia/skills
- Path
skills/cdf-orchestration-write-dag/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.1, committed Oct 21, 2026
- Size
- 41,993 bytes
- Repository stars
- 3,871
- License
- Apache-2.0
Use when a user describes a custom CDF Orchestration pipeline — a specific ordered combination of stages such as augmentation only, auto-labeling only, detection+captioning only, or image attribute augmentation without full auto-labeling — that no existing DAG in airflow/dags/workflows/ covers, and asks for a new Kubernetes DAG. Also use to check that a generated or existing DAG's model/container/prompt choices match an external spec document (e.g. a CDF `launchable.md`). Not for requests that…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Write DAG ## What This Skill Does Composes a new Kubernetes-only Airflow DAG from the **existing task groups and stages** that the shipped DAGs are built from: the shared task groups in `airflow/dags/shared/task_groups/`, plus the workflow-local stages the shipped DAGs define for themselves (for example DIG's simulation and AnomalyGen tasks, AV's curation and retrieval tasks). It does not invent new task-group *logic*. Output is: 1. `airflow/dags/workflows/<dag_name>_dag/configs/<dag_name>_k8s_manifest.yaml` — compute + component manifest 2. `airflow/dags/workflows/<dag_name>_dag/<dag_name>_dag.py` — the DAG builder 3. `airflow/dags/workflows/<dag_name>_dag/models/payload.py` — the payload pydantic model 4. `airflow/dags/workflows/<dag_name>_dag/callables/` — **required workflow-local glue**, not optional. Every `*TaskGroup` used here takes one or more `Callable` constructor args with **no default** (e.g. `InputPreparationTaskGroup(prepare_input_callable=...)`, `CosmosTaskGroup(config_generation_callable=..., output_validation_callable=...)`, `ValidatedOutputTaskGroup(validation_callable=...)`). These callables are genuinely new, …
Read the whole file at its exact version.
How to install
mdr add nvidia/skills/cdf-orchestration-write-dag@sha256:2541e4f8a732fba6The line at the top of this page pins the label v1.0.1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_4xhkidr7ry2rv4xe)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 21, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (41993 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nvidia/skills · 3,871 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4xhkidr7ry2rv4xe GET https://markdownregistry.com/api/v1/resolve?ref=nvidia/skills/cdf-orchestration-write-dag GET https://markdownregistry.com/api/v1/blob/2541e4f8a732fba61c7c4ccc372f7d71ae457ad4548fca501805025f568da54c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.