Topic · Data & Analytics
Best anomaly detection skills, page 2
Anomaly detection skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | Builds network traffic baselines from NetFlow/IPFIX CSV or JSON exports using Python pandas, computing hourly/daily volume distributions, per-host and protocol/port statistics, and top-talker… | mukul975/ | 34k | — | ~652 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 50 | Market data preparation including OHLCV resampling, gap handling, anomaly detection, normalization, and multi-source merging | agiprolabs/ | 410 | — | ~3.1k | Automated safety check: Pass | MIT | 1 mo ago |
| 51 | Aggregate and display system metrics with anomaly detection for a time period | ruvnet/ | 74k | — | ~592 | Automated safety check: Notes | MIT | today |
| 52 | Detects anomalous authentication patterns using UEBA analytics, statistical baselines, and machine learning models to identify impossible travel, credential stuffing, brute force, password spraying… | mukul975/ | 34k | — | ~7.5k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 53 | This skill covers detecting cyber attacks targeting Supervisory Control and Data Acquisition (SCADA) systems including man-in-the-middle attacks on industrial protocols, unauthorized command… | mukul975/ | 34k | — | ~6.9k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 54 | Monitors Modbus TCP traffic on SCADA and ICS networks to detect anomalous function code usage, unauthorized register writes, and suspicious communication patterns. | mukul975/ | 34k | — | ~6.2k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 55 | Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL for log analytics, telemetry, and time series analysis. | microsoft/ | 255 | 1 repo | ~2.2k | Automated safety check: Pass | MIT | today |
| 56 | Detect unusual API call patterns in AWS CloudTrail logs using boto3, statistical baselining, and behavioral analysis to identify credential compromise, privilege escalation, and unauthorized… | mukul975/ | 34k | — | ~751 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 57 | Generate trading signals using npx neural-trader anomaly detection engine with Z-score scoring and neural prediction | ruvnet/ | 74k | — | ~605 | Automated safety check: Notes | MIT | today |
| 58 | Automatically fetch InferenceX benchmark data and generate daily performance reports for LLM inference on various hardware (NVIDIA, AMD, etc.). | ascend-ai-coding/ | 174 | — | ~1.1k | Automated safety check: Pass | No licence | today |
| 59 | Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval. | aiskillstore/ | 430 | 1 repo | ~2.7k | Automated safety check: Pass | No licence | today |
| 60 | KQL language expertise for writing correct, efficient Kusto Query Language queries. | microsoft/ | 3.1k | — | ~4.7k | Automated safety check: Pass | MIT | yesterday |
| 61 | Provides authoritative guidance on Amazon Neptune Database and Neptune Analytics for graph, knowledge-graph, and relationship-heavy workloads — fraud detection / fraud rings, agentic memory /… | aws/ | 2.8k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | today |
| 62 | Industrial AI literature research with mandatory intake questions, venue-aware source prioritization, structured report outputs, and survey draft generation. | brycewang-stanford/ | 4.5k | — | ~3.3k | Automated safety check: Pass | Unknown | 2 days ago |
| 63 | Web page change detection, availability tracking, and RSS feed generation. | jamditis/ | 416 | — | ~6.5k | Automated safety check: Pass | MIT | 2 days ago |
| 64 | NV-Tesseract AD Diffusion — diffusion-based anomaly detection and fine-tuning for multivariate time series. | NVIDIA/ | 3.5k | — | ~2.9k | Automated safety check: Notes | Apache-2.0 | today |
| 65 | Runtime security guardian for OpenClaw agents. An agent skill from LeoYeAI/openclaw-master-skills. | LeoYeAI/ | 2.2k | — | ~1.7k | Automated safety check: Pass | MIT | 2 mo ago |
| 66 | Apply statistical methods including descriptive stats, trend analysis, outlier detection, and hypothesis testing. | majiayu000/ | 666 | 2 repos | ~2.6k | Automated safety check: Pass | MIT | today |
| 67 | 67.Dt Obs Hosts Host and process metrics including CPU, memory, disk, network, containers, and process-level telemetry. | Dynatrace/ | 161 | — | ~5.5k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 68 | ANALYSIS SKILL — Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL. | jonathan-vella/ | 217 | — | ~984 | Automated safety check: Pass | MIT | today |
| 69 | Guides migration, provisioning, search, log-analytics, trace-analytics, and Agentic AI Assistant workflows for Amazon OpenSearch Service and Serverless across six capabilities — migration… | aws/ | 2.8k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | today |
| 70 | Work with hyperspectral and multispectral images in MATLAB. An agent skill from matlab/matlab-agentic-toolkit. | matlab/ | 1.1k | — | ~3.7k | Automated safety check: Pass | Unknown | 7 days ago |
| 71 | Create modern Angular standalone components following v20+ best practices. | aiskillstore/ | 430 | 1 repo | ~1.7k | Automated safety check: Pass | No licence | today |
| 72 | 72.Hypogenic Automated LLM-driven hypothesis generation and testing for tabular datasets; use when you need systematic exploration of empirical patterns (e.g., fraud detection, content analysis) and want to… | aipoch/ | 2k | — | ~1.6k | Automated safety check: Pass | MIT | 20 days ago |
| 73 | Detect cluster abnormalities by comparing recent activity (last 1h) to a baseline (preceding 24h) using the raw query tool. | chmonitor/ | 298 | — | ~2.3k | Automated safety check: Pass | GPL-3.0 | yesterday |
| 74 | 74.Automl Skill AutoML 自动化机器学习技能 | Automated Machine Learning Skill. An agent skill from LeoYeAI/openclaw-master-skills. | LeoYeAI/ | 2.2k | — | ~3.6k | Automated safety check: Pass | MIT | 2 mo ago |
| 75 | Structured self-improvement system for AI agents with confidence decay, cross-agent sharing, and anomaly detection. | LeoYeAI/ | 2.2k | — | ~4.4k | Automated safety check: Pass | MIT | 2 mo ago |
| 76 | Detect and classify telemetry anomalies on Cognitum Seed devices. | ruvnet/ | 74k | — | ~210 | Automated safety check: Pass | MIT | today |
| 77 | Sentinel Ingestion Report — YAML-driven PowerShell pipeline gathers all data via az monitor/az rest/Graph API, writes a deterministic scratchpad, LLM renders the report. | SCStelz/ | 249 | — | ~16k | Automated safety check: Pass | MIT | yesterday |
| 78 | Configure Harness AI-powered operations (AIDA) via MCP. An agent skill from majiayu000/claude-skill-registry. | majiayu000/ | 666 | 1 repo | ~1.4k | Automated safety check: Pass | Apache-2.0 | today |
| 79 | Automated pattern recognition in Claude Code telemetry. An agent skill from majiayu000/claude-skill-registry. | majiayu000/ | 666 | 1 repo | ~1.6k | Automated safety check: Pass | MIT | today |
| 80 | Detect anomalies and outliers in construction data: unusual costs, schedule variances, productivity spikes. | datadrivenconstruction/ | 344 | 1 repo | ~4.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 81 | Provides AWS CloudFormation patterns for CloudWatch monitoring, metrics, alarms, dashboards, logs, and observability. | giuseppe-trisciuoglio/ | 355 | — | ~3.7k | Automated safety check: Notes | MIT | 27 days ago |
| 82 | Implements technical breach detection capabilities including SIEM integration, DLP alert configuration, anomaly detection rules, and insider threat monitoring. | mukul975/ | 295 | — | ~3k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 83 | Industrial anomaly detection methods and benchmark papers. An agent skill from wentorai/research-plugins. | wentorai/ | 298 | 1 repo | ~1.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 84 | Detect anomalies and outliers in research data using statistical methods | wentorai/ | 298 | 1 repo | ~1.7k | Automated safety check: Pass | MIT | 3 mo ago |
| 85 | Write unit and integration tests for Angular v20+ applications using Vitest or Jasmine with TestBed and modern testing patterns. | Kilo-Org/ | 189 | — | ~2.9k | Automated safety check: Pass | MIT | 9 days ago |
| 86 | Apply Benford's Law to detect anomalies in numerical datasets by analyzing first-digit frequency distributions. | asgard-ai-platform/ | 241 | — | ~1.1k | Automated safety check: Pass | MIT | 4 mo ago |
| 87 | 87.Stat Eda Conduct Exploratory Data Analysis (EDA) using descriptive statistics, visualizations, and data quality checks. | asgard-ai-platform/ | 241 | — | ~954 | Automated safety check: Pass | MIT | 4 mo ago |
| 88 | DataBrain intelligence data query assistant. An agent skill from infometa/workbuddyskills. | infometa/ | 342 | — | ~8k | Automated safety check: Pass | No licence | yesterday |
| 89 | Signals scout that watches the project's most-viewed dashboards and insights for anomalies — bursts, drops, flat-lines, and trend breaks — against each insight's own seasonality-matched baseline. | PostHog/ | 721 | — | ~4.6k | Automated safety check: Pass | MIT | today |
| 90 | Analyze bank transactions, categorize spending, track monthly budgets, detect overspending and anomalies. | sundial-org/ | 663 | — | ~1.1k | Automated safety check: Pass | No licence | 7 mo ago |
| 91 | Data discovery and analysis specialist focused on extracting actionable insights from complex datasets, identifying patterns and anomalies, and transforming raw data into strategic intelligence. | majiayu000/ | 666 | 1 repo | ~4.6k | Automated safety check: Pass | MIT | today |
| 92 | This skill covers deploying anomaly detection systems for industrial control environments using machine learning models trained on OT network baselines, physics-based process models, and behavioral… | majiayu000/ | 666 | 1 repo | ~3.2k | Automated safety check: Pass | Apache-2.0 | today |
| 93 | WhyLabs integration skill for ML observability, profile logging, and anomaly detection. | majiayu000/ | 666 | 1 repo | ~881 | Automated safety check: Notes | MIT | today |
| 94 | Aggregate and analyze IoT sensor data from construction sites. | datadrivenconstruction/ | 344 | — | ~5k | Automated safety check: Pass | MIT | 1 mo ago |
| 95 | Monitor Android app stability and performance from the Play Developer Reporting API via gplay vitals. | hanamizuki/ | 152 | — | ~1.8k | Automated safety check: Pass | MIT | 11 days ago |
| 96 | Build standalone Angular components with Signals inputs, OnPush change detection, Control Flow, and Smart/Dumb patterns. | HoangNguyen0403/ | 570 | — | ~723 | Automated safety check: Pass | MIT | yesterday |