Data Analysis AI Skills

Turns any source artifact (spec, discovery, research, GTM plan, experiment results, retro, or raw notes) into one canonical master document plus a set of audience-tailored briefings, each re-pitched…

Trace downstream data lineage and impact analysis. Use when the user asks what depends on this data, what breaks if something changes, downstream dependencies, or needs to assess change risk before…

Technical analysis with 130+ indicators using pandas-ta for crypto market data

WordPress 框架特效安全审计工具。针对 WordPress 常见 nonce/capability/check_admin_referer、AJAX action、escape/sanitize、重定向、安全上传与远程请求等机制进行白盒静态审计，并映射到通用漏洞类型体系（AUTH/CSRF/XSS/SQL/CFG/SSRF 等）。

GRN inference from expression via GRNBoost2 (gradient boosting) or GENIE3 (Random Forest). Load matrix, filter by TFs, infer TF-target-importance links, save network. Dask-parallelized to single-cell…

Generate realistic synthetic data using Spark + Faker (strongly recommended). Supports serverless execution, multiple output formats (Parquet/JSON/CSV/Delta), and scales from thousands to millions of…

Generate material procurement lists from CWICR data. Calculate quantities with waste factors, group by supplier categories, and create purchase orders.

Guide 3DDFA Python inference, geometry rendering, training/evaluation, and optional C++ ONNX workflows for 3D dense face alignment.

Write, validate, and optimize PromQL for Prometheus / Grafana Mimir / Grafana Cloud Metrics. Covers `rate` vs `irate` vs `increase`, label matchers and regex, `sum / avg / topk / by / without`…

Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense…

Analyze escaped defects and test suite health through blameless postmortems. Covers bug pattern analysis, test suite health reviews, 5 Whys root cause analysis, process improvement cycles, and…

Infer gene regulatory networks (GRNs) from expression matrices using arboreto's scalable GRNBoost2 and GENIE3 tree-ensemble algorithms with Dask-distributed computation. Use when analyzing bulk or…

Control 代码管理/docs/Metrics.md. Use when 启用指标、分析或 BI，or when project-initialization creates or audits this artifact.

Set up the Datadog Azure integration with Terraform - creates an Entra ID app registration and service principal, assigns Monitoring Reader across the chosen subscriptions and management groups,…

Cards, rows, tiles and cells are fixed slot models that stay aligned when content length varies. Use when building or reviewing any repeated component.

Audits the metadata quality of a SharePoint document library or list. Scans every item against its required columns, flags missing, blank, or placeholder values, computes a completeness score per item…

Designs incremental migration strategies, identifies service boundaries, produces dependency maps and migration roadmaps, and generates API facade designs for aging codebases. Use when modernizing…

Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics.

Dashboard metric register: metric, source module, formula, period, value, target, trend, owner and last-updated, as CSV, SQL, JSON Schema or Notion on request. Use for KPI dashboards.

Analyze meeting transcripts, recordings, and notes to extract action items, key decisions, topics, sentiment, and generate summaries using NLP and AI. Use when processing meeting transcripts,…

Use when: 需要生成数据报告、收集整理用户反馈、进行数据驱动的分析汇报 Do NOT use when: 数据已由BI系统自动生成、无需人工分析

Run the standard single-cell RNA-seq analysis pipeline with Scanpy on AnnData — QC filtering, normalization, dimensionality reduction (PCA, UMAP, t-SNE), Leiden/Louvain clustering, marker/differential…

Playtest protocol design. Creates test plans, defines observation metrics, structures feedback collection, and designs data analysis frameworks.

Optimizing SEO (meta/OGP/JSON-LD/headings), SMO (social sharing), CRO (CTA/form/exit-intent), and GEO (AI citation optimization). Use for search ranking, conversion, or AI visibility.

Help HR Business Partners, People Partners, and HRBP leaders advise managers and leadership on people strategy, performance management, organizational health, employee relations, and workforce…

Use this skill when you have multiple tasks/sub-issues and limited resources. Apply a 3x3 matrix to prioritize based on Impact (vertical) vs Speed (horizontal) to identify the vital 20% of issues that…

Optimize the opening of an Elastic documentation page — H1 title, opening paragraph, and requirements section — following doc type conventions. Use when writing or improving page intros, optimizing…

Draft a quarterly LP update letter from raw fund inputs. Use this skill whenever the user wants to write or draft an LP update, investor letter, quarterly letter, fund update, or limited partner…

Every Liongard endpoint, plus an offline copy of your whole MSP estate you can join, search, and drift-check from one command. Trigger phrases: `what changed across my Liongard environments`, `show…

Evidence-first marketing audit of a third-party local business (café, roaster, shop, restaurant, hotel, clinic, home service) from a Google Maps, share.google or website link — located DataForSEO…

Guides agents through ETL, ELT, and transformation-modernization decisions. Use when choosing execution boundaries, redesigning transformation layers, or moving from legacy ETL estates to warehouse-…

Use this skill when an auditor, customer or regulator will ask how security events are logged and watched, and someone says "prepare logging evidence", "show we monitor alerts", "what do we log and…

当主要交付物是可复用的 R 函数、稳定 API、S3/S4/R6 类或 R Package，需要设计、开发、重构或审查其接口、测试、文档、并行与性能边界时使用。分析项目中只有需要跨分析复用或形成公共 API 的组件才进入本 Skill。⚠️ 不适用：主要交付物是数据分析流程、科学结果、R Markdown 报告或仅服务当前分析的辅助函数；这些任务使用 bensz-rmd-rules。

Experimental DryUI UI build workflow using branch-first task lists by target type. Use when testing whether explicit page/section/component branches improve layout correctness.

Transform research data (Excel, CSV, stickies) into structured insights and interactive dashboards

Performs Particle Image Velocimetry (PIV) analysis with OpenPIV. Use when extracting velocity fields from PIV image pairs, analyzing fluid dynamics or flow visualization experiments, cross-correlating…

Answer natural language questions and perform analysis on GKE cluster and workload costs using BigQuery billing exports, cost allocation data, and live cluster monitoring metrics. Use when querying…

Generates 3-4 strategic talk angles with strength/weakness analysis, title options, CFP descriptions, and a peer feedback draft, then enforces a mandatory CHECKPOINT for user confirmation before…

对多 Sheet 的 Excel 文件进行行数统计、大文件 Parquet 转换预处理、数据清洗及分组聚合分析，并生成带样式标记的统计表与可视化图表。

Pseudo-mutation analysis ONLY: answer whether tests would catch a bug if production code changed, which meaningful changes would still pass, or which caller-visible mutations existing assertions would…

Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate…

Automate Google Analytics tasks via Rube MCP (Composio): run reports, list accounts/properties, funnels, pivots, key events. Always search tools first for current schemas.

Use when the user asks to "analyze competitors" or "竞品分析"; benchmarks competitor keywords, content, backlinks, AI citations, and traffic share into strengths, weaknesses, and an action plan. Not for a…

Integrates prediction market data (Polymarket) with options analysis to surface mispricing signals between event probabilities and options-implied probabilities. Triggers: "polymarket signals",…

When the user wants to design, launch, or optimize an in-app referral / invite / share-to-earn program — including reward structure, mechanics, fraud prevention, deep link setup, and viral coefficient…

Have your agents measure and improve your brand's AI Visibility with botsee.io. API-first, agent-native. Trigger phrases: `check my AI visibility`, `audit my AI visibility`, `audit example.com`, `what…

Matches operational capacity to expected demand — forecasting load, sizing teams and systems, managing queues, and deciding when to add capacity. Use this to plan staffing for expected volume,…

Finds translational opportunities that connect basic-research discoveries to clinically meaningful use cases such as diagnosis, stratification, prognosis, treatment response prediction, monitoring, or…

Export Claude Code session and analytics data in JSON, CSV, or Markdown formats. Supports exporting sessions, events, costs, and analytics for external analysis or reporting. Use for data backup or…

Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory…

Product photography for Etsy — composition, lighting, backgrounds, editing, lifestyle shots, 360 views