Data Analysis AI Skills

Help HR teams design and manage the full employee lifecycle from attraction to alumni. Use when asked to map the employee journey, improve the employee experience, design touchpoints across the…

Use when processing geospatial data, publishing map services, querying spatial databases, performing geometry operations, running desktop or cloud-native GIS apps, or building web map applications.…

Define a product metric so it means one thing — event, denominator, population, window — and check the instrumentation exists before anyone reports a number. Use when asked "how do we measure this",…

LLM benchmarking: design benchmark suites, establish baselines, run A/B model comparisons, detect regressions, track production quality metrics, and create leaderboards for model selection

Privacy-first design, consent patterns, data collection transparency, and GDPR-compliant UX.

Retrieve, version, and publish scientific datasets with DataLad and git-annex, and capture computational provenance with datalad run, rerun, and containers-run. Use when cloning or fetching data from…

读取多 sheet Excel 文件，动态识别目标列进行统计，并使用正则清洗文本字段提取中文字符，最终输出标准化 Excel 文件。

Mirror CookUnity's full weekly menu into a local database so you can plan meals offline — filter by macros, diet, and budget, and diff the menu week over week, none of which the web app can do.…

Designs cell-based and animal-based validation plans that translate computational, omics, biomarker, genetic, or clinical findings into experimentally testable validation routes. Always use this skill…

Produce a scoped CCAM cost and token report by model, provider, source, and session. Use for spend reviews, model-mix analysis, unpriced usage detection, or export-friendly cost summaries.

Applied statistics for business and product questions — test selection, assumption checks, power planning, effect sizes with intervals, multiplicity correction. Use when interpreting an experiment,…

Provides methods to convert between Python AnnData objects and SingleCellExperiment objects. These are primarily intended for use by downstream Bioconductor packages that wrap Python methods for…

Expert knowledge for Azure Data Share development including troubleshooting, decision making, security, configuration, and deployment. Use when estimating Data Share costs, securing invitations,…

Use when analyzing Xiaohongshu traffic sources, understanding where views and engagement come from, optimizing traffic acquisition strategies, diagnosing sudden traffic changes, or comparing traffic…

Python library for genomic interval ML. Train/apply region2vec embeddings turning BED regions into vectors, index interval datasets for ML, search embedding space with BEDSpace, and evaluate embedding…

Routes AdelaiDet users through legacy-compatible setup, model config selection, training/evaluation, demos, text spotting, dataset preparation, and export/conversion workflows.

Stata workflows for publication-ready sociology and social science research

This skill should be used when the user asks about "bun:ffi", "foreign function interface", "calling C from Bun", "native libraries", "dlopen", "shared libraries", "calling native code", or…

Workflow for regulatory network inference, regulon scoring, perturbation-aware comparison, and network visualization.

Wraps RDKit in a high-level, pandas-friendly datamol interface with sensible defaults for everyday drug discovery — SMILES/SDF loading into DataFrames, molecule standardization, descriptors,…

Comprehensive urban design knowledge base containing theories, principles, quantitative standards, and rules of thumb from 40+ theorists and global frameworks. Provides foundational knowledge for all…

Generate Product Requirements Documents from `idea.md` and `validate.md` files. Use when asked to create or update a PRD. Don't use for TAD, sprint tasks, or raw idea validation.

Knowledge base from the NASA Systems Modeling Handbook for Systems Engineering (NASA-HDBK-1009A Rev A, 2025). Use for model-based systems engineering (MBSE) wired into NASA's NPR 7123.1 SE processes:…

Feature flags, progressive rollouts (PostHog), and A/B testing / Feature flag, rollout bertahap (PostHog), dan pengujian A/B.

Generate a full 5-email welcome series from a brand URL — subjects, preheaders, bodies, and send timing, ready to paste into any ESP

Orchestrates the full academic research pipeline (research, write, integrity check, review, revise, re-review, re-revise, final integrity check, finalize), coordinating alterlab-deep-research,…

Use this skill when the user asks to "write my weekly update", "weekly PM digest", "weekly report", "write my status update", "end of week summary", "weekly standup summary", "write the PM weekly",…

Investigate the quality of PostHog MCP tool calls — error rates, latency, reach, and which tools are failing or slow. Use when the user asks "which MCP tool has the highest error rate?", "what's the…

Use when fetching or enumerating map tiles in .NET with BruTile 6.0.0 — HttpTileSource over HttpClient, KnownTileSources.Create, ITileSchema.GetTileInfos for a viewport and resolution,…

Selects and implements the right DevExpress WPF GridControl or TreeListControl data source — ObservableCollection<T>, Server Mode, Instant Feedback, Virtual Sources, or RealTimeSource — by inspecting…

Find the real problem behind a feature request before anyone scopes a solution — whose job is stuck, what evidence exists already, and what observation would prove the assumption wrong. Use when a…

World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, real-time streaming, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka, Flink,…

Build a decision-ready business case document for any initiative. Combines stakeholder inputs with market research to produce executive-ready deliverables including problem statement, solution…

Organize product content, objects, navigation, search, filters, labels, and hierarchy around user mental models and retrieval tasks. Use when people cannot find, understand, or predict where…

Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery including SMILES parsing, standardization, descriptors, fingerprints, clustering,…

Creates, manages, and queries Arize datasets and examples. Covers dataset CRUD, appending examples, exporting data, and file-based dataset creation using the ax CLI. Use when the user needs test data,…

Analyze the bond futures basis by pricing futures, identifying the cheapest-to-deliver, and comparing with yield curves to assess delivery option value and basis trading opportunities. Use when…

Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with…

Optimizes SQL queries, designs database schemas, and troubleshoots performance issues. Use when a user asks why their query is slow, needs help writing complex joins or aggregations, mentions database…

从结构化数据中提取分类分布执行清洗与统计，生成多维度交叉分析、高分辨率对比图表及包含下载链接的完整分析报告，适用于大文件处理与嵌入式可视化场景。

Optimize and improve the performance of slow Entity Framework Core (EF Core) queries: make them generate less SQL, make fewer database round-trips, and return results faster. Use whenever an EF Core…

Audit local AI coding-agent sessions with agenttrace for cost, tokens, tool failures, latency, anomalies, health, diffs, and CI gates.

Run end-to-end calibration on the shipped sample dataset (sdg_08_2_sample_data_010926.zip) against a running AMC microservice. Use when user says 'test sample dataset', 'run sample calibration',…

Design an A/B experiment — hypothesis, variants, primary metric, and sample size. Use when a change can be measured quantitatively at scale. For observing behaviour qualitatively, use `test-scenario`.

Generates complete bidirectional multi-phenotype Mendelian randomization research designs from a user-provided exposure family and outcome family. Always use this skill whenever a user wants to…

Import HD Map or OpenDRIVE files into a RoadRunner scene using MATLAB. Use when loading driving scenes in RoadRunner or RoadRunner Scene Builder, importing RRHD, OpenDRIVE, or other…

Generate a concise stakeholder report from CCAM sessions, analytics, cost, alerts, and workflow intelligence. Use for release summaries, leadership updates, operational reviews, or a scoped Markdown…

Production-ready VCF processing, variant annotation, mutation analysis, and structural variant (SV/CNV) interpretation for bioinformatics questions. Parses VCF files (streaming, large files),…

Query the Cancer Dependency Map (DepMap) for cancer cell line gene dependency scores (CRISPR Chronos), drug sensitivity data, and gene effect profiles. Use for identifying cancer-specific…

Design an executive dashboard spec: north-star metrics, charts, alert thresholds. "design a CMO dashboard"

The package contains functions for exploratory oligonucleotide array analysis. The dependence on tkWidgets only concerns few convenience functions. 'affy' is fully functional without it.