Azure AI: Anomaly Detector (Java)
Builds anomaly detection apps with the Azure AI Anomaly Detector SDK for Java.
Test report
- Verdict
- Works with setup
- Score
- Tested
- Jul 13, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · 1720bde
Tested install, trigger accuracy, and a code-authoring task (write a UnivariateClient batch-detection method from an inline spec) against a base run with no skill. Both arms produced correct, compilable Java using the right types (TimeSeriesPoint, UnivariateDetectionOptions, detectUnivariateEntireSeries, UnivariateEntireDetectionResult), the 12-point guard, DAILY/sensitivity-95 options, and HttpResponseException-to-RuntimeException wrapping, so the skill matched rather than beat the model's baseline Azure SDK knowledge on this common univariate flow. Running against the live service needs an Azure Anomaly Detector resource (endpoint + API key) plus the azure-ai-anomalydetector 3.0.0-beta.6 Maven dependency; verified only at the code-authoring level.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 4/5
- Output vs. baseline 5/10
- Docs & honesty 4/5
What Azure AI: Anomaly Detector (Java) does
Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate/multivariate anomaly detection, time-series analysis, or AI-powered monitoring.
How to install Azure AI: Anomaly Detector (Java)
git clone https://github.com/microsoft/skills
cd skills
mkdir -p ~/.claude/skills
cp -r .github/plugins/azure-sdk-java/skills/azure-ai-anomalydetector-java ~/.claude/skills/azure-ai-anomalydetector-java
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Azure AI: Anomaly Detector (Java)
-
/azure-ai-anomalydetector-javaBuilds anomaly detection apps with the Azure AI Anomaly Detector SDK for Java.
It also activates on plain-language prompts like these:
-
Detect anomalies in this time series using Azure AI -
Set up multivariate anomaly detection in Java -
Build an AI-powered monitoring alert with Azure SDK
Frequently asked questions
- Is the Azure AI: Anomaly Detector (Java) skill free?
- Yes. The skill itself is free from microsoft/skills. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Azure AI: Anomaly Detector (Java) work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 13, 2026. Verdict: Works with setup. Tested install, trigger accuracy, and a code-authoring task (write a UnivariateClient batch-detection method from an inline spec) against a base run with no skill. Both arms produced correct, compilable Java using the right types (TimeSeriesPoint, UnivariateDetectionOptions, detectUnivariateEntireSeries, UnivariateEntireDetectionResult), the 12-point guard, DAILY/sensitivity-95 options, and HttpResponseException-to-RuntimeException wrapping, so the skill matched rather than beat the model's baseline Azure SDK knowledge on this common univariate flow. Running against the live service needs an Azure Anomaly Detector resource (endpoint + API key) plus the azure-ai-anomalydetector 3.0.0-beta.6 Maven dependency; verified only at the code-authoring level.
- What is the Azure AI: Anomaly Detector (Java) SkillProof Score?
- 7.2/10 — installs cleanly 5/5, triggers reliably 4/5, output vs. baseline 5/10, docs & honesty 4/5.
- How do I install Azure AI: Anomaly Detector (Java)?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Azure AI: Anomaly Detector (Java) with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.