mcpField
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azure-anomaly-detector

azure-anomaly-detector

github.com/microsoftdocsData & databases796167 installsUpdated 3d ago
Repository

About azure-anomaly-detector

A skill for agents working with Azure AI Anomaly Detector, covering troubleshooting, best practices, limits, configuration, and deployment. It pairs local quick references with remote documentation fetching.

Key features

  1. 01Troubleshooting guidance
  2. 02Univariate and multivariate best practices
  3. 03Service limits and quotas
  4. 04Container configuration guidance
  5. 05Container deployment instructions

Use cases

  1. 01Diagnose multivariate detection errors
  2. 02Plan data preparation and parameter tuning
  3. 03Check request rates and service limits
  4. 04Configure or deploy detection containers

MCP support

This is a skill for agents, not an MCP server. It can fetch remote documentation through mcp_microsoftdocs microsoft_docs_fetch, with fetch_webpage as a fallback.

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/microsoftdocs/agent-skills --skill azure-anomaly-detector

After installing, type/azure-anomaly-detectorin Claude Code to confirm it loaded.

Details

From the project README

Azure AI Anomaly Detector Skill

This skill provides expert guidance for Azure AI Anomaly Detector. Covers troubleshooting, best practices, limits & quotas, configuration, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.

How to Use This Skill

IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., [security.md](security.md)), use read_file on the linked reference file

IMPORTANT for Agent: If metadata.generated_at is more than 3 months old, suggest the user pull the latest version from the repository. If mcp_microsoftdocs tools are not available, suggest the user install it: Installation Guide

This skill requires network access to fetch documentation content:

  • Preferred: Use mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.
  • Fallback: Use fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.

Category Index

CategoryLinesDescription
TroubleshootingL33-L38Diagnosing and fixing Azure Anomaly Detector issues, including multivariate error codes, common failures, configuration problems, and step-by-step troubleshooting guidance.
Best PracticesL39-L44Guidance on preparing data, tuning parameters, interpreting results, and designing workflows for effective use of univariate and multivariate Azure Anomaly Detector APIs.
Limits & QuotasL45-L49Service limits for Anomaly Detector: max data points, series length, request rates, model constraints, and how quotas affect API usage and scaling.
ConfigurationL50-L54How to configure and tune Anomaly Detector Docker containers, including environment variables, resource limits, logging, networking, and runtime behavior settings.
DeploymentL55-L58How to package and run Anomaly Detector in containers: Docker setup, Azure Container Instances deployment, and IoT Edge module deployment and configuration.
Troubleshooting
TopicURL
Troubleshoot Multivariate Anomaly Detector error codeshttps://learn.microsoft.com/en-us/azure/ai-services/anomaly-detector/concepts/troubleshoot
Diagnose and resolve Azure Anomaly Detector issueshttps://learn.microsoft.com/en-us/azure/ai-services/anomaly-detector/faq
Best Practices
TopicURL
Apply univariate Anomaly Detector API best practiceshttps://learn.microsoft.com/en-us/azure/ai-services/anomaly-detector/concepts/anomaly-detection-best-practices
Use multivariate Anomaly Detector API effectivelyhttps://learn.microsoft.com/en-us/azure/ai-services/anomaly-detector/concepts/best-practices-multivariate
Limits & Quotas
TopicURL
Review Azure Anomaly Detector service limits and quotashttps://learn.microsoft.com/en-us/azure/ai-services/anomaly-detector/service-limits
Configuration
TopicURL
Configure Anomaly Detector container runtime settingshttps://learn.microsoft.com/en-us/azure/ai-services/anomaly-detector/anomaly-detector-container-configuration
Deployment
TopicURL
Deploy and run Anomaly Detector Docker containershttps://learn.microsoft.com/en-us/azure/ai-services/anomaly-detector/anomaly-detector-container-howto

Comments

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