tao-mine-od-images SKILL.md skillA
tao-mine-od-images 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-mine-od-images@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-mine-od-images/SKILL.md- Versions recorded
- 5
- Latest version
- v0.1.0, committed Sep 16, 2026
- First version recorded
- Aug 19, 2026
- Size
- 8,654 bytes
- Repository stars
- 95
- License
- Apache-2.0
Run TAO Data Services TMM unique-neighbor matching mining from embedding parquet files for object detection workflows. Use when an object detection workflow needs to mine a bijectively-assigned set of unique source images closest to target samples. Use global allocation when mining without class constraints. Use class_stratified when rare classes are specified.
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 Mine OD Images (Unique Neighbor Matching) Use this skill to run TAO Data Services TMM unique-neighbor matching mining for object detection. The skill consumes pre-embedded source and target parquets and writes a directory of outputs including `final_unique_files.parquet` and `summary.json`. It does not compute embeddings; upstream steps must produce the source and target embedding parquets first. The container entrypoint is: ```bash tmm unique_neighbor_matching -e /absolute/path/to/unique_neighbor_matching.yaml ``` ## Inputs The user can provide either an existing spec or the fields needed to generate one. Required spec fields: | Field | Meaning | |---|---| | `source_path` | Absolute path to the source embeddings parquet or directory of parquets. | | `target_path` | Absolute path to the target embeddings parquet or directory of parquets. | | `output_dir` | Absolute path to the output directory. Writes `final_unique_files.parquet`, `summary.json`, and per-iteration parquets. | | `desired_unique_count` | Total number of unique source files to retrieve. | Common optional fields: | Field | Default | Meaning | |---|---:|---| …
Read the whole file at its exact version.
How to install
mdr add nvidia-tao/tao-skill-bank/tao-mine-od-images@sha256:a4af7fb58f447822The 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_gna6h7awekrfiwml)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 19, 2026 and Sep 16, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.0 latest | 2026-09-16 | 917a6a3 | 8,654 B | A | view · diff |
| v0.1.0 | 2026-08-28 | 614fe51 | 8,732 B | A | view · diff |
| v0.1.0 | 2026-08-28 | ae022a9 | 8,737 B | A | view · diff |
| v0.1.0 | 2026-08-26 | e91a65c | 8,721 B | A | view · diff |
| v0.1.0 | 2026-08-19 | 00f1bb4 | 8,761 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 (8654 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_gna6h7awekrfiwml GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-tao/tao-skill-bank/tao-mine-od-images GET https://markdownregistry.com/api/v1/blob/a4af7fb58f44782201d6916d482429a330f01c33aaf5fc86d2b2f112c71af288
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.