{"slug":"microsoftdocs-azure-anomaly-detector","source_name":"microsoftdocs/azure-anomaly-detector","name":"Microsoftdocs/Azure Anomaly Detector","description":"Expert knowledge for Azure AI Anomaly Detector development including troubleshooting, best practices, limits & quotas, configuration, and deployment. Use when tuning Docker-based Anomaly Detector, ACI or IoT Edge deployments, univariate/multivariate APIs, or service limits, and other Azure AI Anomaly Detector related development tasks. Not for Azure AI Metrics Advisor (use azure-metrics-advisor), Azure Monitor (use azure-monitor), Azure Machine Learning (use azure-machine-learning).","version":1,"lift":{"pass_rate_delta_pts":47.83,"pass_rate_pct":69.6,"total_cases":23,"passed_cases":16,"tokens_delta_pct":13.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-17T18:27:11.557665+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":47.83,"with_pass_pct":69.6,"without_pass_pct":21.7,"tokens_delta_pct":13.8,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":18,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-17T18:27:11.557665+00:00","run_id":"e4b1203d-8840-4bb1-a1d5-c621bde0b67c","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"CC-BY-4.0","install_count":0,"manifest_hash":"9279790c396f08c7cb9ed1201e37af14d6251d5f360df8749a3c8deb96d32214","raw_url":"https://app.decimal.ai/s/microsoftdocs-azure-anomaly-detector/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/microsoftdocs-azure-anomaly-detector"}