Data Analysis AI Skills

Extract battery features for degradation analysis and health monitoring in MATLAB. Covers cycling test features, differential curves (IC/DV/DT), and measurement statistics. Use when working with…

Tests associations between categorical variables in clinical data using chi-square, Fisher's exact, Boschloo, Cochran-Mantel-Haenszel, and modern McNemar variants with calibrated confidence intervals…

scRNA-seq with Scanpy: QC, normalization, HVG selection, PCA, neighborhood graph, UMAP/t-SNE, Leiden clustering, markers, cell annotation, trajectory inference. Standard scRNA-seq exploration.

Use ART evasion attacks, preprocessing defences, and adversarial training recipes for image/tabular robustness workflows.

Lead sources by use case with a data workspace delivery-ready templates - Apollo, LinkedIn Sales Navigator, a data workspace, Ocean.io, Openmart, and Local Directories. Use when choosing lead sources,…

Diagnose missing data patterns and apply appropriate imputation strategies

Vercel Agent guidance — dashboard and Slack chat, code review, production investigation, approved actions, and product installation. Use when configuring or working with Vercel's AI assistant.

Validate documentation for unsupported claims, made-up metrics, and unverifiable statements

Workflow for ribosome profiling, P-site aware preprocessing, periodicity checks, ORF detection, and translation efficiency analysis.

销售策略助手 - 专业的销售战略规划与执行优化专家。适用场景： (1) 销售战略规划与目标设定（年度/季度销售计划） (2) 客户画像与市场细分分析 (3) 销售渠道策略（直销/分销/电商/代理） (4) 定价策略与促销方案设计 (5) 销售团队架构与激励机制设计 (6) 竞争策略与差异化定位 (7) 大客户/KA销售策略 (8) 销售流程优化与漏斗管理…

Guided statistical analysis with hypothesis-test selection, assumption checking, effect sizes, power analysis, and APA-formatted reporting using scipy.stats, statsmodels, and pingouin (Bayesian…

Define, instrument, and analyze product metrics, KPIs, dashboards, OKRs, retention, and growth.

Implement and customize Syncfusion® .NET MAUI TreeView (SfTreeView) for displaying hierarchical data structures. Use when working with TreeView, hierarchical data display, tree structures,…

Query, recover, or roll back the Phase 57 SQLite state backbone. Use when you need to inspect the decisions/blockers/plans tables with a raw SELECT, rebuild a corrupt state.sqlite from the markdown…

Agent skill for memory-coordinator - invoke with $agent-memory-coordinator

Convert genomic intervals between coordinate conventions, normalise and compare variant representations, and detect assembly or contig-naming mismatches before they corrupt an analysis. Use whenever…

Analyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations.

Create, modify, and optimize quantitative trading strategies, then backtest and evaluate them.

将 Markdown 报告、研究笔记、行业分析、战略备忘录、技术白皮书、复盘、周报等长文档，重组并创作为有编辑判断、网页美感和证据秩序的自包含 HTML 专题页。用户要求“转成 HTML”“网页化报告”“美化报告”“做成专题页”“便于分享”“提升可读性/设计感”“把报告做成网页”时使用。必须先写 plan.md 再写 HTML，保留原文事实断言和结论强度，不套模板，不做机械 Markdown…

Automate advertising campaigns with AI. Create ads, buy media, manage ad budgets, discover ad inventory, run display ads, video ads, CTV campaigns, and optimize ad performance. Perfect for marketing…

Create, parse, and control Excel files on macOS. Professional formatting with openpyxl, complex xlsm parsing with stdlib zipfile+xml for investment bank financial models, and Excel window control via…

Reads, validates, and prepares CDISC SDTM and ADaM clinical trial data for analysis. Covers SDTM domain joins (DM, AE, EX, VS, LB, DS), ADaM architecture (ADSL, BDS, OCCDS, ADTTE) with traceability,…

Use Sep for high-performance separated-value parsing and writing in .NET, including delimiter inference, explicit parser/writer options, and low-allocation row/column workflows. USE FOR: delimited…

Deep generative models for single-cell omics: probabilistic batch correction (scVI), semi-supervised annotation (scANVI), CITE-seq RNA+protein (totalVI), transfer learning (scARCHES), and DE with…

中证数智企业数据查询技能 - 覆盖工商、司法风险、财务、舆情、中证特色经营数据与区域经济指标

Analyze project critical path from schedule data. Identify critical activities, calculate float, and assess schedule risk.

Data cleaning, transformation, and exploratory analysis with pandas

Generate clear, accurate performance reports for investment portfolios with benchmarks, attribution, and risk dashboards. Use when the user asks about portfolio performance reports, return summaries,…

Use to set a brand's overall social media strategy — which channels to focus on (and which to ignore), what to achieve, the angle to win, and a realistic operating cadence. The top-level plan that…

Analytics de produto — PostHog, Mixpanel, eventos, funnels, cohorts, retencao, north star metric, OKRs e dashboards de produto. Ativar para: configurar tracking de eventos, criar funil de...

Statistical modeling in Python with statsmodels — OLS/WLS/GLS, GLM, discrete-choice and count models, mixed models, ARIMA/SARIMAX/VAR, with diagnostics, robust standard errors, and coefficient-level…

Instrumenting Go applications with OpenTelemetry for distributed tracing, Prometheus for metrics, and structured logging with slog

XAF performance optimization across database, ORM, and application layers. Covers server-mode data sources and data access modes, EF Core eager loading, query splitting, and change-tracking proxies,…

A hybrid memory system that provides persistent, searchable knowledge management for AI agents.

Predict regulatory features, gene structure, and expression directly from DNA sequence using Genomic Intelligence's hosted transformer DNA language models — no local GPU or model weights. Six tasks…

Core technical indicator collection (trend EMA/ADX + mean-reversion BB/RSI + volume-price OBV/volume ratio), generates a composite signal via three-dimensional voting. Pure pandas implementation for…

Build continuous-shot motion-driven HTML stories from a subject or narrative, including research, story structure, consistent AI stills, Seedance scene and connector clips, interface styling, media…

PDF manipulation toolkit. Extract text/tables, create PDFs, merge/split, fill forms, for programmatic document processing and analysis.

Trade decision audit trail and statistics

Turns your protocol and analysis workflow into publication-ready Methods text. Use when writing or revising the Methods section of a biomedical manuscript, ensuring it complies with reporting…

Plan the migration of an LLM feature from one model to another without breaking production. Use when a model is being deprecated, a newer model looks better or cheaper, or when asked how to upgrade…

Fast genomic interval operations (overlap, nearest, merge, coverage, cluster, complement, subtract, count-overlaps), multi-format bioinformatics I/O, DataFusion SQL, and pileup on Polars DataFrames…

Computes and interprets treatment effect measures (OR, RR, RD, HR, NNT) with calibrated confidence intervals (Wilson, Newcombe, Miettinen-Nurminen, MOVER, profile likelihood, Bender NNT) and reports…

Next.js best practices, server components, app router patterns, caching strategies, and full-stack architecture

Multimodal and multi-section integration for spatial and single-cell omics: totalVI joint RNA + protein (Visium CytAssist Gene and Protein, CITE-seq), MultiVI joint RNA + ATAC (10x Multiome, spatial…

Design actionable observability for Kotlin plus Spring services across logs, metrics, tracing, and health endpoints. Use when instrumenting a service, improving incident diagnosis, defining SLO-driven…

Establishes CPU/GPU baselines before resource-intensive operations. Use before builds, training runs, or any task that pins cores or GPUs for over a minute.

OKR trees, KPI dashboards, North Star Metric, leading/lagging indicators, and experiment design. Use when setting team goals, defining success metrics, building measurement frameworks, or designing…

Questionnaire and survey design with Likert scales and coding

Use this skill when logging, metrics, tracing, alerting, or SLO design needs an evidence-bounded review before implementation; triggers include observability design review, telemetry readiness review,…

Writes Instagram/Facebook Stories as a content type. Use when someone wants "a Story" / "Stories," "an IG/FB Story sequence," "Story ideas," interactive sticker content (polls, quizzes, question…