Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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AI skills directory results
Mermaid Diagrams
Create diagrams and visualizations using Mermaid syntax. Use when generating flowcharts, sequence diagrams, class diagrams, entity-relationship diagrams, Gantt charts, or any visual documentation.…
Jupytext
Jupyter Notebook 创建与格式转换技能。当用户提到以下任何请求时必须使用:新建/创建 notebook、Jupyter notebook、.ipynb、jupytext、py:percent、# %% cell 格式、notebook 版本控制、paired notebook、notebook 转 Python、Python 转 notebook、用纯文本写…
Seo
Use this skill to audit a site's code for search and AI-answer visibility and fix what matters: 'audit my SEO,' 'how do I rank,' 'why don't I show up on Google,' 'SEO review,' 'optimize for AI…
Nhl Data
NHL data via ESPN public endpoints and the official NHL API — scores, standings, rosters, schedules, game summaries, injuries, futures, leaders, and news, plus an analytics backend: play-by-play with…
Yandex Metrika
Яндекс Метрика: детализация трафика по источникам и UTM-меткам, отчёты по конверсиям и поисковым системам, API-сегменты и доступы к счётчикам. Cache-first подход для гигиены контекстного окна.…
Google Analytics
Integrate with Google Analytics for web metrics. Use when you need to: (1) retrieve website analytics reports, (2) track traffic and user metrics, or (3) analyze web performance data.
Atac Seq
ATAC-seq processing with assay QC, MACS3 peak calling, consensus peak matrices, differential accessibility, and motif or footprint follow-up.
Webhook Setup
Set up webhook receivers with signature verification, idempotent event processing, retry handling, and dead letter queues for reliable event-driven integrations. Use when the user requests webhook…
Prd V04 Screen Flow Definition
Connect user journeys to screens, defining the UI structure and navigation paths during PRD v0.4 User Journeys. Triggers on requests to define screens, design screen flows, map UI structure, plan…
Setup Git
Initialize safe version control, including an optional commit of the tree before setup changes it. Trigger when the user asks to initialize version control, add ignore rules, or make the first commit.…
Planetscale Webhook Automation Recommendations
Recommend webhook subscriptions and safe automation patterns for PlanetScale alerts, anomalies, schema recommendations, deploy requests, and agent workflows.
Go Frame Init Skill
Go Web 框架初始化技能。面向零基础小白,提供多种 Go Web 框架(Gin/Hertz/Fiber/Chi)的项目初始化、骨架生成、一键启动脚本。触发词:"Go 框架"、"Go Web 框架"、"Hertz"、"Fiber"、"初始化 Go 项目"、"Go 脚手架"。
Webflow Mcp:Link Checker
Find and fix broken or insecure links across an entire site, including CMS content, to improve SEO and user experience. Audits HTTP/HTTPS issues and validates all internal and external links.
Principle Build The Lever
Apply to any non-trivial work, not just bulk work: edits, migrations, analyses, checks. Build the tool that does it or proves it (codemod, script, generator, or a skill your subagents follow) instead…
Phee Query
Query the PHEE pharmacovigilance event extraction dataset. Use whenever the user asks about annotated adverse drug events, pharmacovigilance case reports, drug–effect associations from medical…
Demand Gen Audit
Google Ads Demand Gen audit — audience strategy, creative format diversity, creative freshness, placements, CPA vs goal
Rerun
Visualize robot and machine-learning data with Rerun.
Plate Tectonics Geospatial
Analyze plate tectonics data using GeoPandas, identify points within plates, and calculate distances to boundaries.
Pm Feature
Use when: 需要细化功能实现细节、拆解复杂功能、为开发准备详细任务、功能点需多维度描述 Do NOT use when: 功能已足够简单可直接进入开发、仅需功能列表无需深度拆解
Alterlab Lamindb
Manage, annotate, and trace biological data with LaminDB, an open-source FAIR data framework that makes datasets queryable, versioned, and reproducible. Use when registering or querying biological…
Fix Lifecycle Stages
Ensure all contacts and companies have appropriate lifecycle stages. Backfills missing stages via API, fixes records stuck at disallowed stages, and creates prevention workflows to stop future gaps.
Hr Ai Adoption
Help HR leaders drive practical, sustained adoption of AI tools among HR teams and the broader employee population, beyond initial rollout. Use when asked to drive AI adoption in HR, get our team to…
Pace Theory
Use when user asks "为什么", "怎么理解", "概念", "理论", "方法论", "BizDevOps", "原理", "什么是 BR", "什么是 PF", "CR 是什么意思", "价值链", "状态机原理", "追溯", "闭环", "度量", "MoS", "成效指标", "设计决策", "pace-theory", or wants to understand…
Campaign Analytics
Analyzes campaign performance with multi-touch attribution, funnel conversion, and ROI calculation for marketing optimization
Umap Learn
UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.
Splunk Dashboard Converter
Convert classic Splunk Simple XML dashboards (version 1) into Dashboard Studio (version 2). Takes classic Simple XML as input, preserves every SPL query verbatim, and returns the Studio JSON…
Wikipedia It
wikipedia-it should become a local, searchable operational workspace, not only an endpoint wrapper. Use for 5 operation/source entries against https://it.wikipedia.org.
Kai Data Dashboard
Convert Kai workflow data, CSV exports, audit folders, SDR package outputs, and marketing reports into dashboard-ready specs or lightweight static dashboards. Use when "data dashboard", "operator…
Nav Plan
Arkitekturplanlegging med beslutningstrær for auth, kommunikasjon, database og Nais-konfigurasjon
30x Seo Monitor
Monitor your own website's SEO performance using Google Search Console data. Track keyword rankings, clicks, impressions, CTR, and position changes over time. Identify top performing pages, declining…
Desktop App Design
Desktop and enterprise application patterns: data-dense interfaces, dashboards, data tables, keyboard-first interaction, multi-window layouts, and data visualization. Use when designing an admin…
Showcase Data Story
Data Story showcase — animated charts, metric counters, and progress bars that tell a compelling narrative with numbers. Routed from remotion-pro orchestrator.
Mermaid
Load this skill whenever the project uses Mermaid diagrams — flowcharts, sequence diagrams, class diagrams, Gantt charts, or any Mermaid-rendered visualization. Under no circumstances render a Mermaid…
Sports Modeling Doctrine
Define a sports analysis or prediction question, grain, decision time, baselines, primary metrics, validation, and acceptance criteria before choosing algorithms. Use at the start of any sports…
Technical Seo
When the user wants a deterministic technical SEO audit, page-template validation, JSON audit interpretation, or repair-priority report for a rendered page or site URL.
Geo Fundamentals
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
80 20 Redesign Targeting
Use this skill when scoping a redesign or refactor — choosing which existing surfaces deserve full attention and which can be left mostly alone. Trigger when the user asks "where should we focus our…
God Ui Ux
Web and product UI/UX design and implementation - landing pages, marketing sites, SaaS apps, dashboards, e-commerce, forms, navigation, component states, UX laws, information architecture, microcopy,…
Molecular Dynamics
Runs and analyzes molecular dynamics simulations with OpenMM and MDAnalysis. Sets up protein/small molecule systems, defines force fields, runs energy minimization and production MD, and analyzes…
Agenttrace Session Audit
Audit local AI coding-agent sessions with agenttrace for cost, tool failures, latency, anomalies, health, diffs, and CI gates.
Outcome Roadmap
Transform an output-focused roadmap into an outcome-focused one that communicates strategic intent. Rewrites initiatives as outcome statements reflecting user and business impacts. Use when shifting…
Gke Ai Troubleshooting Handle Disruption Gpu Tpu
Diagnoses, predicts, and mitigates node disruptions during Compute Engine host maintenance and hardware or software maintenance events for GPU and TPU workloads on GKE. Use when diagnosing node…
Xlsx
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv,…
Table Calculations
Author formula table calculations for run_metric_query, including ratios, aggregate comparisons, windows and rankings.
Sn Search Social En
用于搜索英文社交平台,包括 Reddit 帖子、Twitter/X 推文和 YouTube 视频。
Pp Public Param Golden
Printing Press CLI for Public Param Golden. Public parameter name golden fixture
Lamindb
This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets…
Benchmark Checklist
Vet a perf measurement (limiter, tuning, limits, errors, repeatability, relevance, and whether the work happened) before you report or act on it. Use when you run a benchmark or report a speedup or…
Bio Crispr Screens Hit Calling
Statistical methods for calling hits in CRISPR screens. Covers MAGeCK, BAGEL2, drugZ, and custom approaches for identifying essential and resistance genes. Use when identifying significant genes from…
Resume Version Manager
Track different resume versions, maintain master resume, manage tailored versions
Database Migrations Migration Observability
Migration monitoring, CDC, and observability infrastructure

