dataset-intelligence SKILL.md skillA
dataset-intelligence from jmagly/aiwg is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jmagly/aiwg/dataset-intelligence@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jmagly/aiwg
- Path
agentic/code/addons/dataset-intelligence/skills/dataset-intelligence/SKILL.md- Versions recorded
- 2
- Latest version
- v1.0.0, committed Sep 3, 2026
- First version recorded
- Sep 3, 2026
- Size
- 2,027 bytes
- Repository stars
- 229
- License
- MIT
Route any dataset, custom indexing, traceability, provenance, lineage, synchronization, or retirement request through one governed workflow. Use when a user points AIWG at data and wants an outcome without knowing schema or indexing terminology.
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
# Dataset Intelligence Router Ask only for the source path or URI and desired outcome if they are not already present. Do not require the user to choose a schema, adapter, backend, index, or provenance vocabulary. 1. Invoke `dataset-intake` and return a concise recommendation containing: assumptions, rationale, privacy/locality/network implications, materialized artifacts, and safe defaults. 2. Route assessment to `dataset-source-assess`, capability composition to `dataset-capability-recommend`, and approval preparation to `dataset-plan-review`. 3. Route an approved plan to `dataset-ingest`; route inspection to `dataset-trace` or `dataset-verify`; route portable output to `dataset-export`; route removal to `dataset-retire`. 4. Carry stable intake, plan, run, checkpoint, approval, verification, and evidence references between phases. Never rely on conversation state as the record of authority. Every operational step delegates to `aiwg dataset`. This router must not read a source, execute a connector, write an index, advance a checkpoint, or delete data. Indexes and Fortemi shards are derived, never canonical persistence. …
Read the whole file at its exact version.
How to install
mdr add jmagly/aiwg/dataset-intelligence@sha256:6c566b293e55d4bfThe line at the top of this page pins the label v1.0.0, 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_hxbtmsn57v7zkll2)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Sep 3, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-09-03 | 199aea7 | 2,027 B | A | view · diff |
| v1.0.0 | 2026-09-03 | 50ae697 | 1,958 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 (2027 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
jmagly/aiwg · 229 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hxbtmsn57v7zkll2 GET https://markdownregistry.com/api/v1/resolve?ref=jmagly/aiwg/dataset-intelligence GET https://markdownregistry.com/api/v1/blob/6c566b293e55d4bf7a43c050a5e3d9e3bfc6cafb53f4f586d625f0211e2a106c
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.