tao-generate-od-defects SKILL.md skillA
tao-generate-od-defects from nvidia-tao/tao-skill-bank is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nvidia-tao/tao-skill-bank/tao-generate-od-defects@v0.1.0Pins v0.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia-tao/tao-skill-bank
- Path
skills/data/tao-generate-od-defects/SKILL.md- Versions recorded
- 5
- Latest version
- v0.1.0, committed Oct 6, 2026
- First version recorded
- Sep 9, 2026
- Size
- 3,857 bytes
- Repository stars
- 95
- License
- Apache-2.0
Run AnomalyGenNext 1.1 inference from a native testcase or a prepared generation plan, then publish validated fine-grained and binary COCO labels. Use for synthetic object-detection defect generation, not model training.
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
# Generate AnomalyGenNext OD Defects This leaf uses the upstream generator and pseudo-labeler in the pinned public container. It does not prepare detector gaps, run AMP, train AnomalyGenNext, or append outputs to a detector training set. Read `references/execution-contract.md` when adapting input or completion behavior, and `references/container-runtime.md` before submission. ## Inputs Pass either: - `--inputs-dir` pointing to the completed output of `tao-prepare-anomalygennext-inputs`; or - `--input-data-path`, `--checkpoint`, and matching `--recipe` for a native AnomalyGenNext testcase. Also provide the Cosmos3-Nano base checkpoint, the complete AnomalyGenNext checkpoint root, and one or more GPUs. Every testcase image and aligned mask must exist, every anomaly type must occur in the recipe, and the requested row count must match the testcase. When a prepared integrity manifest exists, every recorded hash is verified before generation. ## Run Invoke `tao-launch-workflow`, review the exact image, mounts, GPU shape, runtime, and output directory, then submit the `generate` action: ```bash scripts/generate_od_defects.py \ --inputs-dir /results/prepared_inputs \ …
Read the whole file at its exact version.
How to install
mdr add nvidia-tao/tao-skill-bank/tao-generate-od-defects@sha256:c64c49991fe4d1e0The line at the top of this page pins the label v0.1.0, 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_hlnsfzcmisubjfdh)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 9, 2026 and Oct 6, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.0 latest | 2026-10-06 | fede205 | 3,857 B | A | view · diff |
| v0.1.0 | 2026-10-05 | 843a887 | 3,397 B | A | view · diff |
| v0.1.0 | 2026-09-17 | b4d3ccb | 3,075 B | A | view · diff |
| v0.1.0 | 2026-09-16 | 544149b | 2,888 B | A | view · diff |
| v0.1.0 | 2026-09-09 | 298ad1d | 2,709 B | A | view |
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 (3857 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-tao/tao-skill-bank · 95 stars · license Apache-2.0 · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hlnsfzcmisubjfdh GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-tao/tao-skill-bank/tao-generate-od-defects GET https://markdownregistry.com/api/v1/blob/c64c49991fe4d1e08cff817d27119d211f6c9b86760e49c9b1e9831c52892499
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.