Anomaly Detection Bundle

Browse all skill bundles

Included Skills (10)

1. PCB Defect Generator — Generates synthetic PCB inspection images with defects for quality control teams.
2. Tao Run Deft Aoi Cosmos3 — Run the disk-backed DEFT AOI improvement loop for NVIDIA Cosmos Reason 3 / Cosmos3 models, using Nano by default and Edge or Super when explicitly requested: evaluate the base model on Proxy and frozen Benchmark splits, mine real image pairs from Proxy gaps, generate AnomalyGen synthetic NG pairs, assemble a per-iteration Train JSON from both producers, train with Cosmos Framework LoRA SFT, and repeat through the selected platform's submit/status/logs/cancel contract. This migration supports bare labels only: the assistant response must be exactly OK or NG. Use for "run Cosmos3 DEFT AOI", "CR3 AOI loop", or "improve Cosmos3 PCB inspection with bare OK/NG"; do not use for rich/reasoning annotation, one-off Cosmos training, or generic anomaly generation.
3. Splunk Security Analyst — This skill assists security professionals in investigating incidents by performing log correlation, anomaly detection, and complex SPL query generation within Splunk Enterprise Security.
4. Industrial Anomaly Detector — This tool deploys machine learning to analyze OT network traffic and process models, helping security engineers identify deviations and rogue devices in industrial environments.
5. Azure Anomaly Detector — This tool enables Java developers to implement univariate and multivariate anomaly detection for time-series data using the Azure AI SDK.
6. Data Quality Auditor — Audit datasets for completeness, consistency, accuracy, and validity. Profile data distributions, detect anomalies and outliers, surface structural issues, and produce an actionable remediation plan. Use when the user asks to check data quality, profile a dataset, hunt outliers or missing values, or validate data before analysis or model training.
7. Cloud Storage Anomaly Detector — This skill identifies abnormal cloud storage access patterns for security analysts by monitoring audit logs and analytics to detect potential data exfiltration activities.
8. Web Log Intrusion Analyzer — This tool parses Apache and Nginx logs to identify malicious patterns and anomalies, assisting security analysts in detecting web-based cyber attacks.
9. Financial Digest Generator — This tool generates comprehensive monthly financial summaries, including spending trends and anomaly detection, to help users quickly assess their personal financial health.
10. Network Traffic Baseliner — Analyzes NetFlow and IPFIX data to establish normal traffic patterns and detect security anomalies for SOC analysts using statistical profiling.