{"id":"cmuxjxmx91d8oad07w2bzztwf","slug":"azure-ai-anomalydetector-java","publicId":"717734f9-5baf-4931-bc67-bc0a5730a1dd","name":"azure-ai-anomalydetector-java","description":"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.","version":"1.0.0","author":"Microsoft","license":"MIT","compatibility":"","status":"completed","overallGrade":"B","scannerVersion":11,"fileCount":2,"hasSkillMd":true,"hasScripts":false,"hasReferences":true,"hasEvals":false,"hasAssets":false,"sourceType":"github","sourceUrl":"https://github.com/microsoft/skills/tree/main/.github/plugins/azure-sdk-java/skills/azure-ai-anomalydetector-java","createdAt":"2026-10-07T03:32:25.765Z","completedAt":"2026-10-07T03:32:25.763Z","visibility":"public","publishedAt":"2026-08-06T00:12:50.031Z","category":"","frameworks":[],"badgeStatus":"conditional","downloadCount":0,"verdictRationale":{"summary":"Skill has warnings: 1 warning in security or structure checks.","verdict":"warn","scanners":[{"source":"vettd","weight":1,"verdict":"warn"},{"source":"cisco","weight":0.8,"verdict":"pass"}],"consensus":"warn","warnTriggers":["References external URL — review for indirect prompt injection risk"],"policyVersion":"consensus-v1","hardFailTriggers":[]},"verdictPolicyVersion":"consensus-v1","skillId":"cmsgri4ti01qxad07ijj6rh3t","findings":[{"id":"cmuxjxmx91d8pad07zw0b4zvl","source":"vettd","category":"security","label":"References external URL — review for indirect prompt injection risk","detail":"External URL(s) detected in SKILL.md — referenced content can change after audit","severity":"medium","ruleId":"VTD-0088","owaspLlmCategory":null,"intent":null,"chainId":null,"fingerprint":"42638a8b7e9fc5df27449992eaebc724","filepath":"SKILL.md"}],"scannerRuns":[{"source":"cisco","status":"success","verdict":null,"grade":"A","findingCount":0,"criticalCount":0,"highCount":0},{"source":"vettd","status":"success","verdict":null,"grade":"B","findingCount":1,"criticalCount":0,"highCount":0}],"user":{"name":"Justin Pacella","image":"https://avatars.githubusercontent.com/u/97124458?v=4"},"repository":{"owner":"microsoft","name":"skills"},"freshness":{"status":"verified_unchanged","reason":null,"retryable":false,"renamedTo":null,"lastCheckedAt":"2026-10-22T02:21:39.495Z","lastVerifiedAt":"2026-10-22T02:21:39.495Z","lastChangeDetectedAt":"2026-08-25T17:49:22.975Z","scannedHash":"b3e4d266af84eb18450c25a7d8c050824f9e5baa","latestUpstreamHash":"b3e4d266af84eb18450c25a7d8c050824f9e5baa","nextCheckDueAt":"2026-10-23T03:14:54.744Z"},"signalCategories":[{"category":"safety","label":"Safety","form":"graded","verdict":null,"rows":[]},{"category":"reliability","label":"Reliability & Quality","form":"graded","verdict":null,"rows":[]},{"category":"performance","label":"Performance","form":"measured","verdict":{"form":"measured","magnitudes":[{"ruleId":"performance/static-context-tokens","label":"Static context tokens","value":1990,"unit":null,"method":"tiktoken/cl100k_base/skill-md-body"}]},"rows":[{"origin":"signal","id":"cmuxjxnmj1ddmad07vr2qnd43","subjectType":"skill_audit","subjectId":"cmuxjxmx91d8oad07w2bzztwf","relatedType":"","relatedId":"","dataCategory":"performance","sourceClass":"scan","source":"vettd","ruleId":"performance/static-context-tokens","severity":null,"label":"Static context tokens","detail":null,"valueNum":1990,"valueText":null,"unit":null,"method":"tiktoken/cl100k_base/skill-md-body","derivation":null,"confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T03:32:19.000Z","payload":null},{"origin":"signal","id":"cmuxjxtca1e08ad07e376kam9","subjectType":"skill_audit","subjectId":"cmuxjxmx91d8oad07w2bzztwf","relatedType":"","relatedId":"","dataCategory":"performance","sourceClass":"scan","source":"vettd","ruleId":"performance/progressive-disclosure","severity":null,"label":"Progressive disclosure","detail":null,"valueNum":null,"valueText":"absent","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T03:32:19.000Z","payload":null}]},{"category":"cost","label":"Cost","form":"measured","verdict":null,"rows":[]},{"category":"compatibility","label":"Compatibility","form":"unjudged","verdict":{"form":"unjudged"},"rows":[{"origin":"signal","id":"cmuxjxnuj1deuad07p7xqnqtv","subjectType":"skill_audit","subjectId":"cmuxjxmx91d8oad07w2bzztwf","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-environment-assumptions","severity":null,"label":"Declared environment assumptions","detail":null,"valueNum":null,"valueText":"","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T03:32:19.000Z","payload":null},{"origin":"signal","id":"cmuxjxps21do3ad079o14oc2w","subjectType":"skill_audit","subjectId":"cmuxjxmx91d8oad07w2bzztwf","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-name","severity":null,"label":"Declared skill name","detail":null,"valueNum":null,"valueText":"azure-ai-anomalydetector-java","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T03:32:19.000Z","payload":null}]},{"category":"sentiment","label":"Popularity","form":"unjudged","verdict":null,"rows":[]},{"category":"characteristics","label":"Characteristics","form":"unjudged","verdict":null,"rows":[]}],"signalCount":23,"publisherSupplied":["name","description","author","version","license"]}