azure-observability-investigator SKILL.md skillA
azure-observability-investigator from vincentchuwaichow/vanguard-frontier-agentic is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator@v0.1.2Pins v0.1.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vincentchuwaichow/vanguard-frontier-agentic
- Path
skills/azure/azure-observability-investigator/SKILL.md- Versions recorded
- 5
- Latest version
- v0.1.2, committed Jul 31, 2026
- First version recorded
- May 5, 2026
- Size
- 3,368 bytes
- Repository stars
- 24
- License
- Apache-2.0
Use this skill for Azure Monitor, Log Analytics, Application Insights, alerting, KQL triage, telemetry-gap analysis, workbooks, or operator-grade incident and posture investigations.
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
# Azure Observability Investigator ## Purpose Investigate Azure operational health using evidence from metrics, logs, traces, alerts, and observability configuration before jumping to root-cause claims. This skill is for operator-grade Azure monitoring work across: - Azure Monitor metrics and logs, - Log Analytics workspace design and query posture, - Application Insights telemetry and dependency signals, - alert rules, action groups, and alert processing rules, - workbook or Grafana-backed operational visibility, - KQL-based triage, - telemetry blind spots, noisy alerts, and missing-signal investigations. ## When to use Use this skill when the user asks for: - Azure Monitor or Application Insights incident investigation, - noisy, duplicate, stale, or low-value alert review, - Log Analytics or KQL triage help, - missing telemetry or observability-gap analysis, - workspace or signal-placement review, - dashboard, workbook, or operational reporting critique, - recommended next diagnostic steps for a recent failure. Do not use this skill as a substitute for: - full application debugging with code changes, - SIEM engineering or Microsoft Sentinel content design, …
Read the whole file at its exact version.
How to install
mdr add vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator@sha256:03e6bc98940c0597The line at the top of this page pins the label v0.1.2, 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_iromghm43lc56jxw)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 5, 2026 and Jul 31, 2026, about one every 22 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.2 latest | 2026-07-31 | e5f8521 | 3,368 B | A | view · diff |
| v0.1.2 | 2026-06-05 | 0161d39 | 3,358 B | A | view · diff |
| v0.1.1 | 2026-06-04 | 2ab8696 | 3,358 B | A | view · diff |
| v0.1.0 | 2026-05-05 | d429f6f | 2,933 B | A | view · diff |
| v0.1.0 | 2026-05-05 | 8361fc7 | 2,883 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 (3368 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
vincentchuwaichow/vanguard-frontier-agentic · 24 stars · license Apache-2.0 · pushed 2026-10-20 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_iromghm43lc56jxw GET https://markdownregistry.com/api/v1/resolve?ref=vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator GET https://markdownregistry.com/api/v1/blob/03e6bc98940c05975092f81cd4db21fdd97313299b7a8339ed8c3282805ff0f4
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.