azure-observability-investigator

azure-observability-investigator is a skill for Claude Code from VincentChuWaiChow/vanguard-frontier-agentic. It costs 0 tokens per session (662 once invoked), scanned A, original, Apache-2.0.

An Azure monitoring investigation guide for examining metrics, logs, traces, alerts, and application telemetry. It includes Azure Monitor, Log Analytics, Application Insights, KQL queries, workbooks, and Grafana-based views.

In plain words
What is it for?
Use it to investigate Azure failures, review alerts, query logs with KQL, assess observability coverage, and improve operational dashboards.
Why use it?
It helps identify missing signals, noisy alerts, telemetry gaps, and misleading assumptions about the cause of an incident.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the vanguard-frontier-agentic plugin — 193 skills shipped together

Good fit Use it to investigate Azure failures, review alerts, query logs with KQL, assess observability coverage, and improve operational dashboards.

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Install with agentmods
npx agentmods add skills/vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add VincentChuWaiChow/vanguard-frontier-agentic --skill azure-observability-investigator
Clone the repo
git clone --depth 1 https://github.com/VincentChuWaiChow/vanguard-frontier-agentic

Made for: Claude Code.

Or install vanguard-frontier-agentic, the plugin that ships this one along with the rest of its 193 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for azure-observability-investigator

README.md
[![agentmods](https://agentmods.dev/badge/skills/vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator/github.svg)](https://agentmods.dev/skills/vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator)
Your own site
<a href="https://agentmods.dev/skills/vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator"><img src="https://agentmods.dev/badge/skills/vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for azure-observability-investigator

Your own site · 80×15
<a href="https://agentmods.dev/skills/vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator"><img src="https://agentmods.dev/badge/skills/vincentchuwaichow/vanguard-frontier-agentic/azure-observability-investigator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 662 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00000 $0.00662
Opus 5 $0.00000 $0.00331
Sonnet 5 $0.00000 $0.00132
Haiku 4.5 $0.00000 $0.00066

Measured 8d ago against content hash 03e6bc98940c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

azure-observability-investigator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/azure/azure-observability-investigator/SKILL.md · 72 lines

How it starts

The opening of the file, as written. The whole thing — 72 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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,
  • resource-health-first outage triage when the main question is whether Azure itself is degraded,
  • instrumentation implementation details unless the user asks for that next.

Lean operating rules

  • Prefer Microsoft Learn documentation through the user's configured documentation MCP, then sampled read-only Azure evidence when available, then sanitized user evidence.
  • Separate confirmed facts from inference. If state was not queried or shown, say so.
  • Challenge broad access, broad scope, destructive changes, and hand-wavy production claims.
  • Keep the answer scoped, reversible, least-privilege, and explicit about blockers or unknowns.

References

Load these only when needed:

  • Azure Observability Investigation Operations — use for current service behavior, common failure modes, hard design rules, verification targets, and push-back conditions.
  • Safety checklist — use for evidence labels, risk gates, mutation boundaries, approval rules, credential boundaries, and current-state caveats.
  • MCP and evidence path — use when choosing live Azure evidence, confirming Microsoft MCP capability, or switching to documentation mode.
  • Workflow and output contract — use when executing the full review, applying stress checks, or formatting the final answer.
  • Official sources — use when you need the detailed Microsoft documentation list or source notes.

Read the full file on GitHub · 72 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 72 lines · 0 tokens per session scan A 03e6bc98940c

Subscribe to this mod's changes

azure-observability-investigator is a skill published in the GitHub repository VincentChuWaiChow/vanguard-frontier-agentic (22 stars, last pushed today), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 662 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-04.