tinh2/skills-hub-registry · analysis/predictive-maintenance/SKILL.md

predictive-maintenance skillA

predictive-maintenance is agent-read markdown (skill) from tinh2/skills-hub-registry: Audit manufacturing predictive maintenance systems for OPC-UA/MQTT sensor data pipelines, time-series storage retention, ML model lifecycle (training-serving skew, drift detection, retraining triggers), MTBF/MTTF/MTTR reliability calculations, Weibull survival analysis..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add tinh2/skills-hub-registry/predictive-maintenance@v2.0.1
Exact content
mdr add tinh2/skills-hub-registry/predictive-maintenance@sha256:cbb97fe488cd539f

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_k7m7b5jnc2g33q3x.svg)](https://markdownregistry.com/a/art_k7m7b5jnc2g33q3x)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v2.0.1 latest2026-09-02 a5244eb 18,416 BA view · diff
v2.0.02026-03-18 851800b 18,580 BA view · diff
v1.0.02026-03-13 0aafe73 16,823 BA view · diff
v1.0.02026-03-01 82d5e0f 16,617 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (18416 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

GitHub

tinh2/skills-hub-registry · 16 stars · license none · pushed 2026-09-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_k7m7b5jnc2g33q3x
GET https://markdownregistry.com/api/v1/resolve?ref=tinh2/skills-hub-registry/predictive-maintenance
GET https://markdownregistry.com/api/v1/blob/cbb97fe488cd539f508ed165413b27fb6005305f52837d6f4a35f2bca0b9842d

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.