Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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Mind Map Generator
Call the generateTreeMind tool to create visual mind maps, returning image URL and edit link. Suitable for story structure visualization, plot relationship graph display
Kb Report Generation
Reference data, not a reviewer. Format accessibility audit reports with severity scoring (0-100, A-F grades), scorecard computation, and compliance exports including VPAT/ACR and remediation…
Retention Dashboard
Use to visualize churn, expansion, and health metrics across cohorts.
Spreadsheet
Use when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) with formula-aware workflows, cached recalculation, and visual review.
Core Components And Structured Io
Build service-free AdalFlow Component, DataClass, Prompt, parser, and structured-output pipelines.
Sealeap Apollo Sellersprite Market Statistics
使用卖家精灵数据快速查看指定类目节点的核心统计指标。用于类目市场统计相关的 Amazon 数据查询、核验和分析。
Ai Personalization Prompts
6 AI personalization prompts (lemlist style) plus 2 email templates - ICP Identification, Company Description, Similar Product, Top 3 Problems, Subject Line, Case Study Reference, and Similar Company…
Iv Regression Guide
Apply instrumental variables, 2SLS, and address endogeneity issues
Database Access
Workflow for retrieving public omics datasets, sequences, annotations, and literature-linked biological resources.
Suede Site Alchemy
Turn landing, launch, campaign, and product pages into measured conversion paths: funnel stage, friction, hero, proof, CTAs, pricing, mobile QA, and pre-registered experiments. Use when asked to "fix…
Grafana Dashboards
Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards, visualizing metrics, or creating operational…
Nasa Schedule
Knowledge base from the NASA Schedule Management Handbook (2024 edition, Revision 2). Use for program/project schedule management of aerospace and large engineering efforts: the five sub-functions…
Supabase
Use when doing ANY task involving Supabase. Triggers: Supabase products (Database, Auth, Edge Functions, Realtime, Storage, Vectors, Cron, Queues); client libraries and SSR integrations (supabase-js,…
Alterlab Citation Verifier
Verifies that every bibliography entry actually exists by cross-checking Crossref, OpenAlex, Semantic Scholar, and arXiv (no API key required) plus doi.org DOI registration, fuzzy-matching title and…
Sqlsugar
Use when doing multi-database ORM operations in .NET — SqlSugarClient/SqlSugarScope, Queryable<T> chain queries, ToPageList paging, Insertable/Updateable bulk, CodeFirst.InitTables, [SplitTable]…
Skill Supabase Rls
Design and review defensive Supabase/Postgres Row Level Security for SaaS systems. Use for RLS policies, auth-aware tenant isolation, storage policies, service-role boundaries, migrations, indexes,…
Kai Webinar
Plan webinar and event marketing — topic selection, promotion strategy, content production, registration flow, and post-event follow-up sequences. Use when "webinar", "event marketing", "virtual…
Mindspeed Fsdp2 Data Migration
用于将数据预处理与数据加载契约迁移到 MindSpeed-MM FSDP2。适用于实现数据集注册、预处理复用、collate 行为与输入字段兼容时。
Digidai Pm
Senior product manager skill with SaaS metrics, PRD critique, roadmapping, discovery, PM career coaching, AI-product decisions, and PLG growth strategy. Ships knowledge domains, templates, and an…
Cobrapy
Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis.
Multi Sheet Reading And Analysis
用于读取多工作表Excel文件,动态评估数据量以启用Parquet大文件优化,并执行正则清洗、分类汇总、线性拟合及生成带格式的图表与结果文件。
Sql Best Practices
Use this skill when writing SQL queries — selects, joins, aggregations, window functions, or schema modifications. Apply whenever SQL is needed to ensure correctness, safety, and performance.
Postgres Patterns
PostgreSQL 数据库模式,涵盖查询优化、架构设计、索引和安全。基于 Supabase 最佳实践。
Bianque
Evidence-based medical knowledge and research mentor grounded in the Bian Que tradition. Covers clinical reasoning, diagnostic thinking (望闻问切), pharmacology, pathology, differential diagnosis, medical…
Gwas Pipeline
End-to-end GWAS automation wrapping PLINK2 for genotype QC and REGENIE for two-step whole-genome regression association testing. Produces Manhattan plots, QQ plots, clumped lead variants, and…
Aws Cost Optimization
Reduce AWS spend with rightsizing, autoscaling, commitment planning, and storage lifecycle policies. Use when running FinOps reviews, lowering cloud bills, or improving cost-per-request metrics.
Error Scan
Scan recent Claude Code activity for errors and failure signals across all sessions using Agent Monitor data — APIError events and PreToolUse→PostToolUse gaps (tools that started but never completed)…
Tooluniverse Single Cell
Production-ready single-cell and expression matrix analysis using scanpy, anndata, and scipy. Performs scRNA-seq QC, normalization, PCA, UMAP, Leiden/Louvain clustering, differential expression…
Business Intelligence
Business intelligence across dashboard design, visualization, and reporting automation. Use when designing dashboards, building KPI frameworks, automating reports, creating data stories, or optimizing…
Bioconductor Qfeatures
The QFeatures infrastructure enables the management and processing of quantitative features for high-throughput mass spectrometry assays. It provides a familiar Bioconductor user experience to manages…
Azure Data Explorer
Expert knowledge for Azure Data Explorer development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations…
Skd Compile
Компиляция схемы компоновки данных 1С (СКД) из компактного JSON-определения. Используй когда нужно создать СКД с нуля
Attio
Attio CRM integration for managing companies, people, deals, notes, tasks, and custom objects. Use when working with Attio CRM data, searching contacts, managing sales pipelines, adding notes to…
Text
Analyze and transform text files using bash tools
Keyword Analysis
Use when analyzing keywords on Xiaohongshu for content optimization, researching trending topics, discovering search terms, improving content discoverability, or conducting SEO keyword research
182 Java Observability Metrics Micrometer
Use when you need to implement or improve Java metrics observability with Micrometer — including meter design, naming/tag conventions, cardinality control, timers/counters/gauges/distribution…
Etetoolkit
ETE Toolkit (ETE3): Python phylogenetic tree analysis and visualization. Parse Newick/NHX/PhyloXML, traverse/annotate nodes, render figures with TreeStyle/NodeStyle, integrate NCBI taxonomy, run…
Evaluation And Optimization
Guide AdalFlow evaluation metrics, datasets, parameters, gradients, prompt/few-shot/text-grad optimization, AdalComponent, Trainer, and optimize_anything workflows.
Sql Security
SQL injection screening for host code (MoonBit / TS / Rust) plus secretlint setup notes. Flags single-line template-literal or string-concat SQL builders, regardless of value source — the scanner is…
Technical Diagram Skill
Create professional technical diagrams as standalone animated HTML files with SVG graphics, flowing effects, dark/light theme toggle, and export support. Use this skill when the user asks for system…
Algo Social Engagement
Calculate and benchmark social media engagement rates across platforms and variants. Use this skill when the user needs to compute engagement metrics, compare performance across accounts or posts, or…
Ehr Analysis
End-to-end EHR predictive modeling pipeline with PyHealth, covering dataset loading, task definition, model training, evaluation, calibration, and clinical interpretation.
Spark Engineer
Use when writing Spark jobs, debugging performance issues, or configuring cluster settings for Apache Spark applications, distributed data processing pipelines, or big data workloads. Invoke to write…
Tao Train Mask Grounding Dino
Mask Grounding DINO for grounded instance segmentation. Extends Grounding DINO with a mask-prediction head for open-set segmentation guided by text prompts. Use when training, evaluating, exporting,…
Pytorch Lightning
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard),…
Model Calibration
Calculating RMSE metrics and parameter calibration for lake model validation
Flowio
Read, inspect, and write Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO. Use for low-level FCS metadata and channel inspection, NumPy event extraction, multi-dataset files, table…
Spreadsheets
Use skill when user requests to create, modify, analyze, visualize, or work with spreadsheet files (`.xlsx`, `.xls`, `.csv`, `.tsv`) or Google Sheets with formulas, formatting, charts, tables, and…
Alterlab Deep Research
Runs a 13-agent deep research pipeline for rigorous academic work on any topic across 7 modes (full research, quick brief, paper review, lit-review, fact-check, Socratic guided research dialogue, and…
Elixir Performance Review
Reviews Elixir code for performance issues including GenServer bottlenecks, memory usage, and concurrency patterns. Use when reviewing high-throughput code or investigating performance issues.
Technical Pm
Use this skill when the user asks about "working with engineers as a PM", "how technical should a PM be", "I feel out of my depth with engineers", "how to earn engineering trust", "how to read code as…

