tao-route-visual-changenet-samples SKILL.md skillA
tao-route-visual-changenet-samples 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-route-visual-changenet-samples@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-route-visual-changenet-samples/SKILL.md- Versions recorded
- 5
- Latest version
- v0.1.0, committed Sep 1, 2026
- First version recorded
- Jun 3, 2026
- Size
- 12,657 bytes
- Repository stars
- 95
- License
- Apache-2.0
Routes the weakest VCN samples (output of `tao-analyze-gaps-visual-changenet`) into per-augmentation-module.
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
# TAO VCN Sample Routing Skill > **Standalone install?** If this session was not initialized by the TAO skill bank plugin, run the `tao-setup` skill first (host preflight, credentials, cross-skill discovery). You are the dispatcher between gap analysis and the augmentation modules in a VCN AOI SDA pipeline. Each augmentation module can only act on labels it knows how to handle: - **k-NN Mining** can only mine real-image neighbors for labels that already exist in the **source pool CSV**. There is no point looking for `SHIFT` neighbors if the pool has no `SHIFT` rows. - **AnomalyGen** (Cosmos SDG) can only generate synthetic anomalies for the classes its inference pipeline supports: `PASS`, `EXCESS_SOLDER`, `MISSING`, `BRIDGE`. A weak sample with a label outside this set is unroutable to AnomalyGen. This skill runs **once per SDA iteration immediately after gap analysis**. It splits the gap-analysis parquet into one filtered parquet per module so each module operates on its own eligible subset, and it writes a human-readable summary of the per-label routing decisions. …
Read the whole file at its exact version.
How to install
mdr add nvidia-tao/tao-skill-bank/tao-route-visual-changenet-samples@sha256:3180b65830d19f8aThe 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_dohh5gmegsrhzw2f)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jun 3, 2026 and Sep 1, 2026, about one every 22 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.0 latest | 2026-09-01 | a098df7 | 12,657 B | A | view · diff |
| v0.1.0 | 2026-08-03 | 03f2daa | 12,653 B | A | view · diff |
| v0.1.0 | 2026-06-22 | 94a1a93 | 12,474 B | A | view · diff |
| v0.1.0 | 2026-06-08 | b8a2fdd | 12,417 B | A | view · diff |
| v0.1 | 2026-06-03 | 2fd0a48 | 12,415 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 (12657 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_dohh5gmegsrhzw2f GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-tao/tao-skill-bank/tao-route-visual-changenet-samples GET https://markdownregistry.com/api/v1/blob/3180b65830d19f8a76513a9b3a3c2427561595a44f96230a84df5a7e7fbb1686
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.