Anthropic Skills

Value Realization - assign success metrics, ROI analysis, adoption tracking, and customer outcome tasks

Apply DE7 Pareto Decomposition (80/20) to identify vital few drivers producing most impact versus trivial many.

Apply CO20 Holistic Integration to unify disparate elements into coherent, seamless whole where boundaries dissolve.

Apply P19 Sensemaking Canvases to deploy structured templates to systematically capture and organize observations.

Apply SY1 Leverage Points to identify intervention points where small changes produce disproportionate effects.

Apply CO4 Interdisciplinary Synthesis to merge insights from distinct fields to generate novel solutions.

Find latent patterns, relationships, anomalies, or insights not explicitly specified. Use when exploring unknown structure, finding hidden connections, or uncovering emergent phenomena.

Quantify values with uncertainty bounds. Use when estimating metrics, calculating risk scores, assessing magnitude, or measuring any quantifiable property.

Forecast future states or outcomes based on current data and trends. Use when estimating future values, projecting trajectories, forecasting outcomes, or anticipating system behavior.

Performs comprehensive data analysis, visualization, and statistical modeling using Python. Use when analyzing datasets, performing statistical tests, creating visualizations, doing exploratory data analysis, or generating publication-quality analytical reports.

Safely query internal analytics and data services to produce shareable, reproducible artifacts. Use when answering questions from internal data sources like warehouses, reporting databases, or data APIs with audit trails.

Expert guidance for Dagster data orchestration including assets, resources, schedules, sensors, partitions, testing, and ETL patterns. Use when building or extending Dagster projects, writing assets, configuring automation, or integrating with dbt/dlt/Sling.

Generate and interpret the Anviloop nightly scoreboard and headline reports. Use when summarizing nightly status, validity counts, or top failing questions.

Graph and data visualisation specialist for interactive node-edge diagrams, flowcharts, and network graphs. Use for layout algorithm selection, React Flow development, edge routing problems, debugging overlapping nodes/edges, or choosing visualisation libraries. Triggers on graph layout issues, React Flow, Dagre, ELK, D3-force, or visualisation library references.

Use PROACTIVELY when users need guaranteed schema compliance or validated tool inputs from Anthropic's structured outputs feature. Expert advisor for choosing between JSON outputs (data extraction/formatting) and strict tool use (agentic workflows). Analyzes requirements, explains trade-offs, and delegates to specialized implementation skills. Not for simple text responses or unstructured outputs.

Use PROACTIVELY when creating research reports, experiment writeups, technical whitepapers, or empirical study documentation. Orchestrates the complete benchmark report pipeline with structure, diagrams, hi-res PNG capture, and PDF export. Provides working scripts, CSS templates, and complete command sequences for publication-quality AI/ML benchmark reports. Not for slides, blog posts, or simple README files.

Build data visualizations, charts, graphs, and maps in Flutter/Dart using the data_visualization package suite. Use when the user asks to create charts (line, bar, pie, scatter, heatmap), maps (geographic projections, GeoJSON), hierarchical visualizations (treemap, tree, pack), network graphs, or any data visualization in Flutter.

View ROI dashboard showing time saved across sessions

Query Developer Experience (DX) data via the DX Data MCP server PostgreSQL database. Use this skill when analyzing developer productivity metrics, team performance, PR/code review metrics, deployment frequency, incident data, AI tool adoption, survey responses, DORA metrics, or any engineering analytics. Triggers on questions about DX scores, team comparisons, cycle times, code quality, developer sentiment, AI coding assistant adoption, sprint velocity, or engineering KPIs.

Excel spreadsheet toolkit for creating, reading, and manipulating .xlsx files. Supports formulas, formatting, charts, and financial modeling with industry-standard conventions. Use for data analysis, financial models, reports, and spreadsheet automation.

Create enterprise-grade interactive charts with Highcharts

Generate interactive HTML reports with Plotly visualizations from data analysis results. Supports dashboards, charts, and professional styling.

Create custom, highly interactive data visualizations with D3.js (Data-Driven Documents)

Generate interactive validation reports with quality scoring, missing data analysis, and type checking. Combines Pandas validation, Plotly visualization, and YAML configuration for comprehensive data quality reporting.

Research technical solutions, analyze architectures, gather requirements thoroughly. Use for technology evaluation, best practices research, solution design, scalability/security/maintainability analysis.

Summarize code, documentation, or findings into a concise format. Use after exploration to distill key information.

Analyzes clinical trial protocols and generates CDISC-compliant (SDTM/ADaM) data schemas. Use when designing data ingestion pipelines for clinical research or preparing regulatory submissions.

Unified math capabilities - computation, solving, and explanation. I route to the right tool.

Activate for marketing analytics, KPI tracking, reporting dashboards, attribution analysis, and performance optimization. Use when analyzing campaign data, creating reports, or measuring marketing ROI.

Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates

This skill generates an interactive infographic visualization using p5.js that read vis-network compatible JSON data. Use this skill when creating educational infographics with nodes, edges, and hover interactions where users can explore relationships between concepts. Each infographic displays shapes with labels, shows tooltips on hover, and displays detailed descriptions in a control panel below the drawing area. The nodes are placed in absolute coordinates. The output is not a responsive des

This skill generates interactive Venn diagram visualizations using the venn.js JavaScript library. Use this skill when users request creating Venn diagrams, set visualizations, overlap diagrams, or comparison charts for educational textbooks. The skill creates complete MicroSim packages with standalone HTML files featuring colorful circles, clear labels, and interactive tooltips, saved to /docs/sims/ following the MicroSim pattern.

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Детальный чек-лист для проверки Архитектуры Системы и Моделей Данных.

Process and manipulate spreadsheet documents. Creates, edits, analyzes, and transforms Excel files with formula and formatting support.

Unified stress-test scenario engine for TMNL. Invoke when implementing real-time data streams, payload generators, throughput monitoring, or circuit breaker patterns. Provides EmissionEngine, reservoir sampling, and D3 visualizations.

Data cleaning and preprocessing workflow including handling missing values, encoding categorical variables, filtering rows, removing columns, and checking multicollinearity (VIF). Use when preparing data for analysis, cleaning messy datasets, or transforming variables. Triggers: 資料清理, data cleaning, 缺失值, 處理資料, preprocess, missing values, 遺漏值, encoding, 編碼, VIF, multicollinearity, 共線性, filter, 過濾, rename columns.

Complete data analysis workflow including EDA, Table One, descriptive statistics, and correlation analysis using MCP AutoML tools. Use when analyzing CSV data, exploring datasets, generating summary statistics, or creating publication-ready Table One reports. Triggers: 分析資料, analyze data, EDA, 探索資料, 資料分析, describe data, 資料探索, 基本統計, summary statistics, Table One, 敘述統計, 看看資料, 快速分析, quick analysis, 分析一下, 幫我分析.

Result delivery workflow for retrieving analysis results, downloading files from MinIO, and sharing reports with users. Use when user wants to download results, export reports, get analysis outputs, or share data files. Triggers: 下載結果, 取得報告, 傳檔案, share results, download, 輸出, export, 結果在哪, where is result, 報告, report, 圖表, visualization.

Advanced statistical analysis including survival analysis (Kaplan-Meier, Cox), propensity score matching (PSM), ROC curve analysis, and power/sample size calculations. Use when doing clinical research analysis, comparing treatment effects, evaluating diagnostic tests, or planning study sample sizes. Triggers: 統計分析, 存活分析, 傾向分數, ROC, power analysis, Kaplan-Meier, Cox, survival, PSM, 配對, AUC, sensitivity, specificity, 敏感度, 特異度, sample size, 樣本數.