Data Analysis AI Skills

Kumo-Anomaly — diffusion-based anomaly detection and fine-tuning for multivariate time series. Use when the user asks to "fine-tune Kumo-Anomaly", "run Kumo-Anomaly inference", "detect anomalies with…

This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file…

Gather business context from connected or provided sources so downstream analysis starts with the right framing. Use when an analytical question depends on missing context, such as what a metric…

Designs lakehouse platforms across Iceberg, Delta, Hudi, and Paimon. Use when choosing catalogs, CDC paths, query engines, governance, or cost controls.

Computes mass-spectral similarity and identifies compounds for metabolomics with matchms — comparing mass spectra, scoring similarity (cosine, modified cosine), and searching spectral libraries to…

Attacks against cloud data platforms and analytics pipelines — Snowflake, Databricks, BigQuery, Redshift, dbt, Apache Airflow, and lakehouse architectures. Covers identity-based breaches (no…

Create a public-source unit economics memo for a US-listed public company, focused on understanding how the business actually makes money using only web-accessible filings and disclosures. Use this…

Every QuickBooks Online Accounting entity, plus an offline SQLite mirror, cross-entity search, and AR/AP aging no SDK or read-only MCP ships. Trigger phrases: `who owes us money`, `ar aging`, `what do…

A 股专业监控工具 - 轻量级自选股管理 + 多数据源实时行情。支持腾讯财经/雪球/百度/Tushare 自动切换，纯文本存储，无需数据库依赖。用于日常股票跟踪、自选股管理和投资组合监控。

Run DeepSort on per-frame detections then overwrite each track cluster's label with the most common mapped label across the track's lifetime

Implements Syncfusion® .NET MAUI ListView (SfListView). Use when displaying lists or collections of data in MAUI applications, implementing data grids, creating scrollable item lists, or adding…

Applies governance, lineage, ownership, and sensitive-data controls to data changes. Use when a pipeline touches published datasets, regulated information, or shared business metrics.

Help users build and manage marketplace liquidity. Use when someone is working on a marketplace business, struggling with supply/demand balance, trying to improve match rates, or asking how to reach…

Command palette design, keyboard shortcuts, quick actions, and power user interfaces.

Start a new design cycle. Creates cycle scope in STATE.md, initializes .design/CYCLES.md entry. Each cycle has its own goal and tracks its own decisions/tasks/pipeline runs.

When the user wants to create sales collateral, pitch decks, one-pagers, objection handling docs, or demo scripts. Also use when the user mentions 'sales deck,' 'pitch deck,' 'one-pager,'…

Harden AI/LLM deployments against prompt injection, data exfiltration, model theft, and supply chain attacks.

Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use…

Framework for building competitive landscape decks — market positioning, competitor deep-dives, comparative analysis, strategic synthesis. Use when the user asks for a competitive landscape,…

Configures monitoring systems, implements structured logging pipelines, creates Prometheus/Grafana dashboards, defines alerting rules, and instruments distributed tracing. Implements…

对Excel文件进行文本标准化清洗（如去除异常前缀、提取纯中文字符等），并，最终输出清洗后的Excel文件并提供下载链接。

Use when the user asks to run a full empirical / causal analysis in Python — by default in the style of an applied economics paper (AER / QJE / JPE / ReStud / AEJ) with DID / RD / IV / SCM / DML /…

Full SEO audit: Google Search Console data + URL Inspection API + PageSpeed Insights API + technical crawl + keyword research + metadata audit + schema markup audit + search intent analysis + Core Web…

Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity. Use when assessing ATAC-seq library quality before or after peak calling…

Monitor a list of tickers for key changes in price, IV rank, unusual activity, earnings dates, and score changes. Supports custom watchlists and a default "hot options" list. Triggers: "add AAPL to…

Quickly judges whether a biomedical paper is worth deep reading by screening for question fit, design quality, sample adequacy, methodological novelty, and reproducibility value.

Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP. Use when an agent needs eQTL beta / SE / p-value for every variant in a window around a gene's TSS for one…

Configure Grafana Loki for log aggregation and analysis. Set up Promtail for log collection, write LogQL queries, and integrate with Grafana for visualization. Use when implementing lightweight log…

Detect quality and efficiency regressions over time using Agent Monitor data — rising error rate (APIError events), falling cache hit rate, growing compaction frequency, and climbing cost-per-session.…

Shipping strategy — free shipping vs markup, shipping profiles, international shipping, tracking

When the user wants to track AI search traffic in GA4 or GSC. Also use when the user mentions "AI traffic," "ChatGPT referral," "Perplexity traffic," "AI Overviews," "GA4 AI sources," "AI search…

Use when the user has a judge/grader and human-labeled data, and wants to measure how well the judge agrees with humans, detect systematic biases, determine whether automatic evaluation can replace…

诉讼分析工具 - 判决书深度分析，生成上诉/再审决策支持

Use when crafting narratives that connect product value to customer pain through clear setup-conflict-resolution arcs.

Use when the user says 'dispatch', 'send familiar', 'split task', or needs work split across parallel CC sessions.

ENA REST API for sequences, reads, assemblies, and annotations. Portal API search, Browser API retrieval (XML/FASTA/EMBL), file reports for FASTQ/BAM URLs, taxonomy, cross-refs. For multi-DB Python…

When the user needs to prepare for SOC 2, build a compliance roadmap, assess security posture, quantify security risk, or says "we need SOC 2", "security audit", "compliance", "enterprise customer…

Analyze and compare subcontractor bids against CWICR benchmarks. Evaluate pricing, identify outliers, and support negotiation.

Platform-agnostic OpenTelemetry reference — signal selection (traces/metrics/logs), span design, context propagation (W3C TraceContext), sampling strategies, and OTLP exporter config. Use before…

Splits a body of context into a sequence of vertical-slice build phases where each phase is independently demonstrable to a real user and each builds on the previous. Use when the user wants to plan,…

Post-engagement lessons-learned retrospective. Reads the engagement directory, analyzes skill routing decisions, identifies knowledge gaps and missing skills, and produces an actionable improvement…

Actian integration. Manage data, records, and automate workflows. Use when the user wants to interact with Actian data.

Guidelines for deep learning development with PyTorch, Transformers, Diffusers, and Gradio for LLM and diffusion model work.

跨所有主要数据仓库方言（Snowflake、BigQuery、Databricks、PostgreSQL 等）编写正确、高性能的 SQL。用于编写查询、优化慢速 SQL、在方言之间转换，或构建带 CTE、窗口函数或聚合的复杂分析查询。

Computer vision for buildings, image-to-floorplan, generative ML models, performance prediction, structural analysis ML, energy prediction, natural language to design, and point cloud ML for AEC…

Create clear, effective charts and dashboards from structured data using matplotlib, seaborn, and plotly. Use when the user requests data visualization or provides relevant inputs for this workflow.

Define success criteria and tracking setup for launch during PRD v0.9 Go-to-Market. Triggers on requests to define launch metrics, set up tracking, or when user asks "how do we measure launch…

When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics," "conversion tracking," "event…

Complete Surfpool development environment for Solana - drop-in replacement for solana-test-validator with mainnet forking, cheatcodes, Infrastructure as Code, and Surfpool Studio. The fastest way to…

Data visualization dashboards using D3.js, Recharts, and Tremor / Visualisasi data, grafik, dan dashboard dengan D3.js dan Recharts.

Describe what this skill does and when an AI agent should use it. Be specific — this field determines whether Claude loads this skill. Bad: "Analytics tool for blockchain data" Good: "Use when the…