atai-operational-state-monitoring-agent SKILL.md skillB
atai-operational-state-monitoring-agent from archetypeai/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add archetypeai/agent-skills/atai-operational-state-monitoring-agent@git:20261101.2ce5ab3Pins git:20261101.2ce5ab3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- archetypeai/agent-skills
- Path
skills/atai-operational-state-monitoring-agent/SKILL.md- Versions recorded
- 9
- Latest version
- git:20261101.2ce5ab3, committed Nov 1, 2026
- First version recorded
- Oct 30, 2026
- Size
- 51,213 bytes
- Repository stars
- 7
- License
- Apache-2.0
Run Archetype AI's Operational State Monitoring (OSM) agent over the Agents API, on two paths. Path 1 — run a maintained, pre-packaged "OSM Quick Start" bundle (the Volve six-state classifier + windowing already pinned; plain or with per-window Omega embeddings): upload a sensor CSV, resolve the bundle by exact name, run, poll, download per-window state predictions, score against a ground-truth sidecar. Path 2 — build an OSM agent on YOUR OWN labelled data: from role files…
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
# OSM Agent — Managed State Classification via the Agents API The OSM agent labels every window of a multichannel sensor recording with an **operational state** (drilling activities, machine modes, process phases) server-side. The platform runs the whole graph: ``` source → interpolate → window → windowInterpolate → samplingRate → limitValues → encoder → classifier → sink ``` The encoder is Newton Omega; the classifier is a kNN over Omega embeddings. You never host either. ## Choose a path | | **Path 1 — run a maintained bundle** | **Path 2 — build an agent on your data** | |---|---|---| | you have | a prepared CSV (the Volve sample, or data like it) | labelled recordings of **your** machine | | you get | per-window predictions from Archetype AI's six-state Volve classifier | your own blueprint and bundle, fitted and chosen on your data, with a test score and a delivery score | | APIs | files, bundles, instances | files, **Optimizations**, **promote**, **Evals**, bundles, instances, **agent serving** | …
Read the whole file at its exact version.
How to install
mdr add archetypeai/agent-skills/atai-operational-state-monitoring-agent@sha256:3baade06816abb41The line at the top of this page pins the label git:20261101.2ce5ab3, 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_x6qiiynya542zth4)
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Versions
The registry has recorded 9 versions of this file, between Oct 30, 2026 and Nov 1, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261101.2ce5ab3 latest | 2026-11-01 | 2ce5ab3 | 51,213 B | B | view · diff |
| git:20261101.c372bac | 2026-11-01 | c372bac | 50,813 B | B | view · diff |
| git:20261101.cfdb85f | 2026-11-01 | cfdb85f | 50,682 B | B | view · diff |
| git:20261101.156d184 | 2026-11-01 | 156d184 | 50,619 B | B | view · diff |
| git:20261101.af1fb27 | 2026-11-01 | af1fb27 | 49,118 B | B | view · diff |
| git:20261101.a487194 | 2026-11-01 | a487194 | 48,649 B | B | view · diff |
| git:20261030.650186c | 2026-10-30 | 650186c | 47,244 B | B | view · diff |
| git:20261030.e8319f8 | 2026-10-30 | e8319f8 | 46,791 B | B | view · diff |
| git:20261030.f6665ce | 2026-10-30 | f6665ce | 46,791 B | B | view |
Audit of the latest version
- fail: No instruction to read or print local credentials (matched: cat > .env)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (51213 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 base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
archetypeai/agent-skills · 7 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_x6qiiynya542zth4 GET https://markdownregistry.com/api/v1/resolve?ref=archetypeai/agent-skills/atai-operational-state-monitoring-agent GET https://markdownregistry.com/api/v1/blob/3baade06816abb41c69d0ecd3d9ef65e636258a50869167566178f709674bf19
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.