Data Analysis AI Skills

Workflow for foundational sequence parsing, conversion, compression handling, and interval-aware file validation.

Before 'push it', 'ship it', a deploy, release or go-live, or calling a stage done: the gate, the owner's preview, go/no-go, promote, prove it serves, roll back.

Design, audit, and improve analytics tracking systems that produce reliable, decision-ready data.

Symbolic mathematics in Python with SymPy — solve equations algebraically, perform calculus (derivatives, integrals, limits), manipulate algebraic expressions, work with symbolic matrices, and…

Synthesize user research into insights, personas, opportunities, themes, and prioritized actions.

Board meeting preparation for B2B SaaS founders. Use when preparing quarterly board meetings, building board decks, selecting metrics to present, crafting narrative, managing board relationships, or…

Help users define their North Star metric. Use when someone is choosing their primary success metric, trying to align the team around a key measure, struggling with metric proliferation, or setting up…

Anti-AI-slop design skill for greenfield pages, audits, redesigns, and design extraction from URLs or screenshots. Pushes structural variety, not just colour swaps, so pages built for different briefs…

Operate and troubleshoot the OpenClaw Control UI: navigate connected clients, organize sessions, build session dashboards, and handle direct or Tailscale-hosted Gateways.

Android と Kotlin Multiplatform プロジェクトのクリーンアーキテクチャパターン — モジュール構造、依存関係ルール、UseCase、Repository、データ層パターン。

Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing…

Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.

Product leadership for scaling companies. Product vision, portfolio strategy, product-market fit, and product org design. Use when setting product vision, managing a product portfolio, measuring PMF,…

Every Algolia feature, plus offline search and a local database no other Algolia tool has. Trigger phrases: `search my Algolia index`, `list my Algolia indices`, `check Algolia API keys`, `find stale…

Work with hyperspectral and multispectral images in MATLAB. Covers reading/writing (ENVI, NITF, TIFF, Sentinel-2, Landsat, ASTER), ECOSTRESS spectral libraries, processing (calibration, atmospheric…

Expert knowledge for Azure Energy Data Services development including troubleshooting, decision making, architecture & design patterns, security, configuration, integrations & coding patterns, and…

Performs logistic regression for clinical trial outcomes (binary, ordinal, multinomial) with marginal-vs-conditional estimand reporting per FDA 2023 covariate adjustment guidance,…

Use when understanding Xiaohongshu account authority, improving algorithm performance, recovering from low-weight status, or diagnosing why content has low reach

Use to plan trainings, office hours, and adoption programs for new creative or brand initiatives.

Use when querying or troubleshooting logs in Alibaba Cloud Log Service (SLS) using query|analysis syntax and the Python SDK. Use for time-bounded log search, error investigation, and root-cause…

Spatial domain detection (tissue regions / niches) for spatial transcriptomics: SpaGCN (expression + spatial graph + H&E histology, Visium/ST), GraphST (self-supervised graph contrastive embedding,…

出海匠（Chuhaijiang）TikTok 电商与内容运营助手。用于查询商品、达人、视频、店铺、广告、直播和 Amazon 数据，完成选品、竞品与达人分析；调用 OpenAPI 生成带货视频、商品图、脚本和评论分析；操作 SaaS AI 画布与视频剪辑；以及管理社媒账号、发布、评论、私信和 TikTok Shop 店铺。

Use this repo skill for Agent Lightning package tasks: authoring trainable agents, tracing rewards and spans, running LightningStore/Trainer loops, using agl CLI services, choosing examples, and…

Clean, transform, and validate messy research data using Stata

Workflow for small RNA and miRNA preprocessing, quantification, differential analysis, and target-oriented interpretation.

Covers geospatial science across remote sensing, GIS, spatial analysis, and machine learning for earth observation — satellite imagery processing (Sentinel, Landsat, MODIS, SAR, hyperspectral), raster…

One-to-three-sentence description of what the model does and when to use it. Use when the user asks to "fine-tune REPLACE-WITH-NETWORK", "train REPLACE-WITH-NETWORK on REPLACE-WITH-DATA-TYPE", or…

Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart,…

AI驱动的综合健康分析系统，整合多维度健康数据、识别异常模式、整理风险因素、提供一般性健康信息。支持智能问答和AI健康报告生成。

Forecasts time series zero-shot with Google's TimesFM foundation models — TimesFM 2.5 (200M, Apache-2.0 weights; ForecastConfig API, XReg covariates) and TimesFM 3.0 (~330M, multivariate with native…

Use when doing 2D computational geometry in .NET with NuGet NetTopologySuite 2.6.0 — GeometryFactory with SRID, Contains/Intersects predicates, Intersection/Union/Buffer overlays, STRtree,…

Spring Boot 3.x - Java framework for production-ready applications with dependency injection, REST APIs, data access, security, and actuator monitoring

Guidance and local audit tools for Python workflows that directly use GeoPandas GeoSeries, GeoDataFrame, spatial operations, or vector-data I/O.

Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts.

Use for authorized database security assessment covering PostgreSQL/MySQL/MSSQL/Mongo/Redis exposure, authz, UDF/command paths, and misconfiguration review.

Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms.

Reorganizes a paper into a storyline suitable for scientific posters. Use when planning the section structure, title hierarchy, figure selection, and live-explanation flow for an academic conference…

Fetch WeatherKit current, minute, hourly, and daily forecasts; weather alerts; iOS 18+ changes, historical comparisons, summaries, and statistics; and required Apple Weather attribution. Use when…

Display images and annotations for image processing, computer vision, and visual inspection. Use when displaying images with imageshow, creating image viewers with viewer2d, adding Regions of Interest…

Audit existing content across a site to decide what to keep, update, merge, redirect, or delete. Use this skill whenever the user wants to audit existing content, fix content decay, resolve keyword…

Analyze and improve performance, throughput, latency, and concurrency behavior in Kotlin plus Spring services using real evidence from metrics, traces, SQL, thread or heap signals, and code paths. Use…

Pro tips for B2B list building - source mixing, enrichment workflow, template usage, and efficiency principles. Use when building prospect lists, optimizing data quality, or improving prospecting…

End-to-end data analysis AI agent with Streamlit UI

Workflow for spatial transcriptomics preprocessing, domain detection, deconvolution, neighborhood analysis, and publication-ready maps.

Reads, writes, and analyzes geospatial vector data with the GeoPandas Python library (shapefiles, GeoJSON, GeoPackage), with PostGIS support and integration with matplotlib, folium, and cartopy. Use…

宣传片两包素材生产。Pack A 使用当前可用图片生成能力生成产品图、概念图、UI 模拟图或风格补充图；Pack B 使用官网、应用截图、浏览器搜索、GitHub 或开源素材收集真实产品信号。当 storyboard 确认后进入。

Computes all network statistics from extracted packet features and writes to CSV.

Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards…

Graph Neural Networks with PyTorch Geometric (PyG) — node and graph classification, link prediction, GCN, GAT, and GraphSAGE layers, heterogeneous graphs, and molecular property prediction. Use when…

Help HR managers, people analytics teams, and HR business partners understand, select, calculate, and act on HR KPIs and workforce metrics. Use when asked to build an HR KPI dashboard, choose…

Use when navigating end-to-end GIS workflows — GDAL CLI/API (ogr2ogr, gdalwarp, gdal_calc.py), qgis_process and PyQGIS analysis, GeoServer REST publishing, and OpenLayers/CesiumJS visualization.…