Data & Analytics
Data agent skills make AI agents useful for data work: writing SQL, cleaning datasets, building pipelines, working with spreadsheets, and producing analyses. Each skill is a reviewed SKILL.md file that teaches the agent one workflow well, ready to install in seconds.
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majiayu000 Bundle XLSX ToolkitAudit Microsoft Excel (.xlsx) workbooks for formula density, external references, named ranges, hidden sheets, and data validation. Use when reviewing a financial model, sharing a workbook externally, or checking for data leakage.
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majiayu000 Bundle Ab TestingA/B testing patterns for lead generation sites. Client-side experiments, Google Optimize alternative, analytics integration. Use for conversion optimization.
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majiayu000 Bundle Yolo TrainingThis skill should be used when user asks to "improve my mAP", "why is my model overfitting", "my training is diverging", "read my results.csv", "interpret my training curves", "my AP50 is good but AP50-95 is bad", "my recall is low", "how do I pick learning rate", "which augmentations should I use", "should I use a bigger model", "tune hyperparameters", or asks how to train YOLO26 for detection, instance or semantic segmentation, pose, OBB, classification, or depth.
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majiayu000 Bundle Mail StatsEmail volume statistics, trends, and patterns. Show daily/weekly/monthly volume, peak periods, read rates, and account breakdowns. Use when user asks about email statistics, how much email they get, trends, or wants analytics on their inbox. Arguments: optional time range or specific metric like "by day", "by account", "unread rate".
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majiayu000 Bundle PulsecheckQuery your analytics in plain language via Telegram. Ask 'how many signups yesterday?' and get instant answers from Google Analytics, Plausible, Fathom, Mixpanel, or PostHog. Use when: checking metrics without opening dashboards, quick performance checks, or comparing time periods. NOT for: building custom dashboards, exporting raw data, or real-time streaming analytics.
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majiayu000 Bundle Advanced ExcelPerform advanced data analysis using Excel with Power Query, Power Pivot, DAX, pivot tables, macros, and VBA. Use for data transformation, building interactive dashboards, automating repetitive tasks, financial modeling, and creating dynamic reports with complex calculations.
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majiayu000 Bundle Blog AnalyticsTrack blog post performance and generate insights for continuous improvement. USE WHEN user says 'track post performance', 'analyze blog metrics', 'what posts performed well', 'blog analytics', OR requests performance feedback on content.
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majiayu000 Bundle Codesearch Code SearchMANDATORY: Query CodeSearch BEFORE using grep, glob, find, or search. Performs 400x faster semantic and structural code search via SQL on indexed codebase. Use for finding functions, classes, patterns, callers, and implementations. Agents MUST query CodeSearch first; grep is only allowed after CodeSearch returns zero results.
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majiayu000 Bundle Code CommenterAdd detailed comments explaining WHY code works, its context, edge cases, and performance implications. Use when user mentions "add comments", "document", "explain code", "improve readability", or "maintainability". Supports C++, Python, Java, JavaScript, Go, Rust, SQL.
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majiayu000 Bundle CSV Url ParserParse URLs in CSV files and extract query parameters as new columns. Use when working with CSV files containing URLs that need parameter extraction and analysis.
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majiayu000 Bundle Cycle CountingWhen the user wants to implement or optimize cycle counting programs, improve inventory accuracy, or design physical inventory processes. Also use when the user mentions "inventory accuracy," "physical inventory," "stock counting," "ABC cycle counting," "perpetual inventory," "inventory reconciliation," or "variance analysis." For inventory optimization, see inventory-optimization. For warehouse operations, see warehouse-design.
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majiayu000 Bundle Data ConverterConvert data between formats (JSON, XML, CSV, YAML, TOML). Use when transforming data structures or migrating between data formats.
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majiayu000 Bundle Data LakehouseDesign and implement data lakehouse architectures for scalable big data storage and analytics.
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majiayu000 Bundle Data TransformTransform, clean, reshape, and preprocess data using pandas and numpy. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).
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majiayu000 Bundle Data WarehouseData warehouse (大数据/数仓) ops skill for designing and operating analytical data platforms. Use for tasks like defining source-of-truth, building ETL/ELT pipelines, dimensional modeling (star schema), data quality checks, partitioning strategies, cost/performance tuning, governance, lineage, and SLA monitoring.
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majiayu000 Bundle Database GuideMySQL database development guide for the HMIS project. Use when working with database queries, SQL debugging, database schema investigation, MySQL performance tuning, credential management, or database connection troubleshooting.
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majiayu000 Bundle Database ScoutExplore SQLite and PostgreSQL databases: list tables, inspect schemas (columns/types/constraints), preview data, generate Mermaid ER diagrams, and run safe read-only queries. Triggered by requests to explore a database, view table structures, describe tables, generate diagrams, or query data, and by keywords like database exploration, schema, ER diagram, or SQL query.
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majiayu000 Bundle Dbt Model SpecSpec a dbt model — its grain, sources, transformations, tests, and materialization. Use when asked to design a dbt model, plan a data transformation, write a staging/intermediate/mart model spec, or define dbt tests for a table. Produces a model spec — purpose & grain, lineage (sources → refs), the transformation logic, column definitions, dbt tests, materialization choice, and the skeleton SQL/YAML.
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majiayu000 Bundle Docs AnalyticsDocumentation usage analytics and insights. Integrate with Google Analytics, Algolia analytics, and custom tracking to measure documentation effectiveness, identify content gaps, and optimize user journeys.
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majiayu000 Bundle Dont Be GreedyWhen a user uploads or references a data file (CSV, JSON, XLSX, TXT, LOG) or any file larger than 100KB, immediately estimate token cost using scripts/estimate_size.py. If >30k tokens, chunk the file and summarize each chunk. If smaller, run quick inspection. Return a safe preview and summary without asking the user what to do.
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majiayu000 Bundle Dotnet Backend.NET/C# backend developer for ASP.NET Core 8+ APIs with Entity Framework Core and enterprise patterns. Use when building C# backends, implementing REST/gRPC APIs, or working with SQL Server/PostgreSQL. Covers JWT authentication, dependency injection, background services, and Minimal APIs.
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majiayu000 Bundle Drizzle Orm D1Build type-safe D1 databases with Drizzle ORM. Includes schema definition, migrations with Drizzle Kit, relations, and D1 batch API patterns. Prevents 18 errors including SQL BEGIN failures, cascade data loss, 100-parameter limits, and foreign key issues. Use when: defining D1 schemas, managing migrations, bulk inserts, or troubleshooting D1_ERROR, BEGIN TRANSACTION, foreign keys, "too many SQL variables".
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majiayu000 Bundle Excel AnalysisAnalyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files.
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majiayu000 Bundle Extract VideosExtract video metadata from a YouTube channel and save to CSV for tracking. Use when adding a new channel, extracting conference videos, populating video lists, or when the user mentions "extract videos", "get videos from channel", "add channel", or "video metadata".
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majiayu000 Bundle Fabric Rti MCPExpert guidance for Microsoft Fabric Real-Time Intelligence (RTI) using the Fabric RTI MCP Server. Execute KQL queries on Eventhouse, manage Eventstreams for real-time data processing, create Activator triggers for alerting, and manage Map items. Use when working with Fabric RTI, KQL, real-time analytics, streaming data, or event-driven applications.
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majiayu000 Bundle Ff Ml ModelingExpert guidance on machine learning and feature engineering for fantasy football player projection models. Use this skill when building predictive models, engineering features from player statistics, selecting appropriate ML algorithms, or addressing sports-specific ML challenges. Covers feature engineering patterns, model selection frameworks, validation strategies, and interpretability techniques for fantasy football analytics.
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majiayu000 Bundle First Icu StayIdentify first ICU stays and first hospital admissions in MIMIC-IV for cohort selection. Use to exclude readmissions, create independent observations, or build adult patient cohorts.
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majiayu000 Bundle Frontrange CLIExpert guidance for using the FrontRange CLI (fr command) to manage YAML front matter in text documents. Use when working with front-mattered files, YAML metadata, blog posts, markdown with front matter, or when the user mentions 'fr' commands. Supports reading/writing front matter keys, JMESPath-based searching, bulk operations via piping, directory recursion, and multiple format output (JSON/YAML/plist/CSV).
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majiayu000 Bundle Game AnalyticsTracking player behavior and game performance through metrics, event tracking, funnel analysis, retention metrics, and integration with analytics platforms for data-driven game development.
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majiayu000 Bundle Iaud SQL Guidei-AUD DataSource SQL 작성 가이드. SQL 파라미터 바인딩, 변수 접두사(VS_/VN_), 특수 지시자(@/%/$), IN절 처리, Dynamic SQL, 프로시저 호출 등을 안내합니다. "SQL 작성", "파라미터 바인딩", "데이터소스 SQL", "Dynamic SQL", "변수 치환" 등을 물어볼 때 사용하세요.
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majiayu000 Bundle Iron ButterflyAnalyzes iron butterfly credit spreads with ATM short straddle and OTM long strangle protection. Requires numpy>=1.24.0, pandas>=2.0.0, matplotlib>=3.7.0, scipy>=1.10.0. Use when expecting stock to pin at specific strike, want maximum credit collection in high IV, analyzing tight-range opportunities, or implementing high-premium neutral strategies on stocks with strong technical pivot levels.
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majiayu000 Bundle Knowledge Base ImplementationBuilding self-service support systems by organizing articles, documentation, and FAQs with search functionality, categorization, and analytics to help users find answers without contacting support.
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majiayu000 Bundle Kpi Calculator基于每周六截止的年度累计CSV数据,精确计算车险业务16个核心KPI指标。接受原始CSV数据,执行聚合和计算,输出完整的KPI结果。当用户提到"计算KPI"、"KPI计算"、"赔付率"、"边际贡献"、"指标"时使用。
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majiayu000 Bundle Lendo ArquivosLe arquivos Excel (.xlsx, .xls) e CSV enviados pelo usuario. Use quando o usuario anexar um arquivo e pedir para analisar, importar ou processar os dados. Retorna o conteudo como JSON para analise.
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majiayu000 Bundle Minion MetricsView analytics and performance data for minions. Shows success rates, latency, and session history.
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majiayu000 Bundle Nette DatabaseProvides Nette Database conventions and API reference. Use when working with database entities, Selection API, ActiveRow, SQL queries, or database configuration in Nette.
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Frequently asked questions
What are Data & Analytics agent skills?
Data agent skills make AI agents useful for data work: writing SQL, cleaning datasets, building pipelines, working with spreadsheets, and producing analyses. Each skill is a reviewed SKILL.md file that teaches the agent one workflow well, ready to install in seconds.
Which Data & Analytics skills are most installed?
Popular Data & Analytics skills on SkillMD right now include ab-testing, mail-stats, pulsecheck. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do Data & Analytics skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.