pjt222/agent-almanac · i18n/caveman-lite/skills/detect-anomalies-aiops/SKILL.md

detect-anomalies-aiops skillA

detect-anomalies-aiops is agent-read markdown (skill) from pjt222/agent-almanac: Implement AI-powered anomaly detection for operational metrics using time series analysis (Isolation Forest, Prophet, LSTM), alert correlation, and root cause analysis. Reduce alert fatigue by intelligently identifying true anomalies in system metrics, logs, and traces. Use when operations teams are overwhelmed by alert volume, when detecting complex multi-metric anomalies beyond static thresholds, when seasonal patterns make thresholds ineffective, or when needing to predict issues proactively .

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 pjt222/agent-almanac/detect-anomalies-aiops@v1.0
Exact content
mdr add pjt222/agent-almanac/detect-anomalies-aiops@sha256:a1f935059f8fd3c6

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_daucbct35ghnt6g5.svg)](https://markdownregistry.com/a/art_daucbct35ghnt6g5)

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Versions

versioncommittedcommitsizeaudit
v1.0 latest2026-08-17 a784899 9,170 BA view · diff
v1.02026-04-23 eb36d45 9,141 BA view · diff
v1.02026-04-19 e334ebd 9,201 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 (9170 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

pjt222/agent-almanac · 33 stars · license MIT · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_daucbct35ghnt6g5
GET https://markdownregistry.com/api/v1/resolve?ref=pjt222/agent-almanac/detect-anomalies-aiops
GET https://markdownregistry.com/api/v1/blob/a1f935059f8fd3c6ff65c94d19a00e4db182bfc523decd1de96547e22dfd5ea0

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