Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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Peer Review Template
Structured peer review for analytical work. Use when reviewing teammates' analysis, providing constructive feedback, or establishing analysis quality standards.
Canghe Infographic
Generates professional infographics with 20 layout types and 17 visual styles. Analyzes content, recommends layout×style combinations, and generates publication-ready infographics. Use when user asks…
Sap Hana Ml
SAP HANA Machine Learning Python Client (hana-ml) development skill. Use when: Building ML solutions with SAP HANA's in-database machine learning using Python hana-ml library for PAL/APL algorithms,…
Agentsop Observability Setup
Enhancement-overlay skill — the DECISION + WIRING layer for LM observability that the single-backend skills [[langsmith]], [[phoenix]], [[mlflow]] do NOT cover. Each of those installs one backend;…
Table Generation
Generate publication-quality LaTeX tables from experimental results. Convert JSON/CSV data to booktabs-styled tables with bold best results, multi-row layouts, and proper captions. Use when creating…
Memstack Deployment Railway Deploy
Use this skill when the user says 'deploy to Railway', 'Railway setup', 'railway-deploy', or needs to deploy a Node.js, Python, or Docker application to Railway with environment variables, custom…
Codeception Skill
Generates Codeception tests in PHP covering acceptance, functional, and unit testing. BDD-style with Actor pattern. Use when user mentions "Codeception", "$I->amOnPage", "$I->see", "Cest". Triggers…
Aistats Supplementary
Use when preparing AISTATS supplementary material, appendices, proof details, code/data archives, simulation scripts, additional tables, and anonymized artifacts under deadline, size, anonymity, and…
Bim Scripting
Revit API fundamentals, Dynamo for Revit, pyRevit framework, IFC schema and openBIM, model checking, automated documentation, clash detection, and BIM interoperability tools for AEC computational…
Investment Suitability
Assess investment suitability obligations under FINRA Rules 2111 and 2090 across all three suitability prongs. Use when the user asks about reasonable-basis, customer-specific, or quantitative…
Prd V08 Drift Baseline Compare
Establish baseline → snapshot → compare → history monitoring for any KPI, config, or metric that can drift during PRD v0.8 Deployment & Ops. Triggers on requests to monitor drift, baseline a value for…
Azure Synapse Analytics
Expert knowledge for Azure Synapse Analytics development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration,…
Report Generator
Generate PDF/HTML reports from templates and data. Use when: creating client reports; generating weekly summaries; producing marketing performance reports; automating recurring reports
Skill Performance
AL performance optimization patterns for Business Central. Use when optimizing queries with SetLoadFields, working with FlowFields and CalcFields, profiling codeunits, or resolving performance issues.
Gtm Audit
Google Tag Manager container audit — tag health, orphaned and paused tags, duplicate GA4 config, trigger coverage, Consent Mode, naming, workspace hygiene
Microsim Generator
Creates interactive educational MicroSims, routing to the best-matched generator - p5.js, Chart.js, Plotly, Mermaid, vis-network, timelines, maps, Venn, causal-loop/feedback-loop diagrams (CLD),…
Tldraw Skill
Use when user requests diagrams, flowcharts, architecture charts, or visualizations. Also use proactively when explaining systems with 3+ components, complex data flows, or relationships that benefit…
Amazon Brand Analytics
解读亚马逊品牌分析数据并采取行动。分析搜索频率排名(SFR)、点击份额、转化份额、市场购物篮分析和复购行为模式,以优化你的亚马逊策略。
Tiledbvcf
Efficient storage and retrieval of genomic variant data using TileDB. Scalable VCF/BCF ingestion, incremental sample addition, compressed storage, parallel queries, and export capabilities for…
Visualize
Create visualizations and interactive tools directly in conversation. Use when asked to show how something works, make simulators or labs, maps, plots, charts or graphs, comparisons, UI mockups,…
Alterlab Rnaseq Quant
Quantifies bulk RNA-seq transcript abundance with salmon 2.x (the Rust rewrite; selective alignment or --sketch) and kallisto (v0.52.0, kb-python workflow), builds a decoy-aware gentrome index, runs…
Launch Planning
Use this skill when the user asks to "plan a launch", "create a launch plan", "how do I launch this feature", "launch checklist", "go-to-market plan for this feature", "launch timeline", "prepare for…
Rockhound
Maintain or migrate legacy RockHound geoscience dataset downloads, caches and loaders such as PREM. Use when an existing project imports RockHound; prefer maintained Ensaio fetchers for supported new…
Docs Frontmatter Description
Generate or improve meta descriptions in Elastic documentation frontmatter following SEO best practices. Use when adding description fields to doc pages, auditing missing descriptions, or improving…
Levelio
Every Level RMM endpoint, plus a local SQLite fleet store and offline cross-entity rollups no Level tool has: at-risk ranking, patch posture, alert triage, and stale-device detection in one command.…
Seo
Perform an evidence-led SEO audit using accessible pages, source code, crawl data, and current search documentation without assuming missing plugins.
Esg And Sustainability Regulatory Reporting
Guides agents through ESG, sustainability, and regulatory reporting data products. Use when building governed metrics, traceable evidence, and audit-ready data pipelines for frameworks such as…
Threat Model
STRIDE-A trusselmodellering for Nais-mikrotjenester — dataflyt, tillitsgrenser og risikovurdering
Revops Diagnostic
Revenue operations diagnostic frameworks for identifying system constraints and root causes in B2B GTM organizations. Use when the user mentions diagnosing revenue problems, finding the constraint,…
Deal Underwriting Assistant
Lightweight deal underwriting for single-asset CRE transactions. Computes going-in cap rate, stabilized cap, CoC return, DSCR, levered/unlevered IRR, equity multiple, and breakeven occupancy. Runs…
Card Sorting
Card sorting for information architecture, open vs closed sorts, and analyzing results.
Dryui Build
Experimental DryUI CRM-density fixture with preview and root-CSS guards for image-to-app layout tests. Use when testing stage 1 page classification, stage 2 runtime-safe DryUI implementation, and…
Open Notebook
Organizes research with the self-hosted Open Notebook alternative to NotebookLM. Supports source ingestion (PDFs, web pages, audio, video, and Office documents), cited document chat, text and vector…
Shot
PUA Shot — compact all-in-one PUA reference for explicit injection into sub-agents or short sessions. Strong flavor, same evidence-first behavior.
Analyze Results
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.
Customer Journey Map
Create a customer journey map across stages, touchpoints, actions, emotions, and metrics. Use when diagnosing a broken experience or aligning a team on the full customer flow.
Categorical Comparison Analysis
对两类分类数据进行对比分析,统计数量差异与比例关系并生成可视化图表。
Rig Bundles And Shareable Artifacts
Use when authoring or installing a rig bundle (packaged, shareable artifact that instantiates an opinionated OpenRig topology + workflow), reasoning about the bundle vs extension boundary, or auditing…
Geomaster
Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing…
Shield
Security scanner for code, addresses, and transactions
Improve Retention
Diagnose and fix retention problems using behavior design (B=MAP). Use when the user mentions "users sign up but dont stick around", "activation rate", "onboarding friction", "retention metrics", "why…
Afrexai Startup Metrics Engine
Complete startup metrics command center — from raw data to investor-ready dashboards. Covers every stage (pre-seed to Series B+), every model (SaaS, marketplace, consumer, hardware), with diagnostic…
Wgcna Analysis
Use when building a weighted gene co-expression network from a bulk expression matrix and a sample group file, filtering variable genes by MAD, identifying co-expression modules with WGCNA,…
Referral Program
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…
Openobserve Api
This skill should be used when user asks to "query OpenObserve", "create OpenObserve dashboard", "edit OpenObserve panel", "fetch OpenObserve logs", "run OpenObserve search", "list OpenObserve…
Quick Stats
One-line summary of key Agent Monitor metrics — active sessions, total cost from the pricing engine, events today from daily_events, top tool from tool_usage, and current model from the most recent…
Etsy Keyword Research
Etsy search optimization — long-tail keywords, tag research, competitor analysis, seasonal trends
Yao Geo Effect Monitor
Use when designing a GEO Signal Monitor, AI answer monitoring system, citation tracking plan, brand-fact correction loop, GEO monthly report, alert rules, dashboard fields, or cautious attribution…
Incident Response
Handle production incidents — triage, mitigate, communicate, and write postmortems.
Bioconductor Dnacopy
Implements the circular binary segmentation (CBS) algorithm to segment DNA copy number data and identify genomic regions with abnormal copy number.
Case Study Writing
B2B case study writing with STAR framework, data visualization, and research. Covers structure, customer quotes, metrics presentation, and distribution formats. Use for: customer success stories,…

