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 Posthog 2Comprehensive product analytics skill for PostHog implementation and management. Auto-triggers on phrases like "add analytics", "track event", "feature flag", "A/B test", "experiment", "session recording", "product analytics", "user tracking", "posthog", "conversion funnel", "user behavior", "engagement metrics", "rollout", "percentage rollout". Provides slash commands /kodo ph-event (event tracking setup), /kodo ph-flag (feature flag management), /kodo ph-experiment (A/B testing), /kodo ph-sync (Notion documentation sync). Ensures full instrumentation from Day 1 with autocapture, custom events, feature flags, experiments, and maintains comprehensive documentation in Notion.
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majiayu000 Bundle Excel 2Create, read, edit, and analyze Microsoft Excel spreadsheets (.xlsx files). Use for spreadsheet data, calculations, formulas, charts, and tabular data analysis.
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majiayu000 Bundle Security 3Application security patterns - authentication, secrets management, input validation, OWASP Top 10. Use when: auth, JWT, secrets, API keys, SQL injection, XSS, CSRF, RLS, security audit, pen testing basics.
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majiayu000 Bundle SQL Optimizer 2Diagnose a slow SQL query and produce a concrete optimization plan. Use when asked to optimize SQL, speed up a slow query, reduce a query's cost/scan, fix a timeout, or review a query plan. Produces an analysis — the likely bottleneck, what the plan is doing wrong (full scans, bad joins, spills), the specific rewrite and index/partition changes, and the expected impact, with the optimized query.
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majiayu000 Bundle XLSX 2Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
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majiayu000 Bundle XLSX 3全面的电子表格创建、编辑和分析,支持公式、格式化、数据分析和可视化。适用于处理 .xlsx、.xlsm、.csv、.tsv 等格式的电子表格
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majiayu000 Bundle Data Warehouse 2Data warehouse design mastery with star schema, dimensional modeling, fact/dimension tables, slowly changing dimensions, and enterprise best practices. Complete schema examples included.
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majiayu000 Bundle Review 5Pre-landing PR review. Analyzes diff against the base branch for SQL safety, LLM trust boundary violations, conditional side effects, and other structural issues. Use when asked to "review this PR", "code review", "pre-landing review", or "check my diff". Proactively suggest when the user is about to merge or land code changes.
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majiayu000 Bundle Web Security 2Exploits web application vulnerabilities. Use when working with SQL injection, XSS, SSRF, SSTI, command injection, path traversal, authentication bypass, deserialization, or any web-based CTF challenge.
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majiayu000 Bundle X Twitter Scraper 2Use when the user needs to interact with X (Twitter) — searching tweets, looking up users/followers, posting tweets/replies, liking, retweeting, following/unfollowing, sending DMs, downloading media, monitoring accounts in real time, or extracting bulk data. Provides 122 REST API endpoints, 2 MCP tools, and HMAC webhooks. Use even if the user says 'Twitter' instead of 'X', or asks about social media automation, tweet analytics, or follower analysis.
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majiayu000 Bundle XLSX 4Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. Provides intelligent header detection and semantic column mapping for robust data import.
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majiayu000 Bundle Cloudflare 2Manage Cloudflare infrastructure including DNS records, zones, SSL/TLS, caching, firewall rules, Workers, Pages, and analytics. Use when working with Cloudflare APIs, creating or modifying DNS records, managing domain security, purging cache, deploying Workers/Pages, or analyzing traffic. Created by After Dark Systems, LLC.
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majiayu000 Bundle Security Scan 2Run comprehensive security vulnerability scans when reviewing code. Automatically uses basic mode (fast, high/medium severity only) for first reviews, advanced mode (comprehensive, all severities) for iterations. Detects SQL injection, XSS, hardcoded secrets, insecure dependencies. Use before approving any code changes or pull requests.
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majiayu000 Bundle Testing Expert 2Integration Test E2E 테스트, TestRestTemplate 필수, Test Fixtures 재사용. MockMvc 금지, @Sql 어노테이션 테스트 데이터 설정. Gradle testFixtures 플러그인 활용, ArchUnit 의존성 검증.
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majiayu000 Bundle Data Analyst 2Expert in business intelligence, SQL, data visualization, and translating data into actionable business insights.
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majiayu000 Bundle Excel Auditor 2Analyze unknown or inherited Excel files to understand what they do, document their purpose, audit formulas for errors, and assess maintainability risk. Use when: (1) User uploads an Excel file asking 'what does this do?', (2) User needs to understand an inherited/legacy spreadsheet, (3) User wants formula auditing or error detection, (4) User asks about spreadsheet risk, complexity, or documentation, (5) User mentions 'inherited', 'legacy', 'undocumented', or 'someone left' regarding Excel files.
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majiayu000 Bundle Data Analysis 3Executive-grade data analysis with pandas/polars and McKinsey-quality visualizations. Use when analyzing data, building dashboards, creating investor presentations, or calculating SaaS metrics.
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majiayu000 Bundle Create Table 2将已有 SQL 接入到数据栈的某一层(ODS/DIM/DWD/ADS)。当用户需要添加新表、接入数据源、配置数据层时使用。支持配置 sources、table_dependencies、创建 migration 文件。
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majiayu000 Bundle XLSX 5description: "Specialized utility for advanced manipulation, analysis, and creation of spreadsheet files, including (but not limited to) XLSX, XLSM, CSV formats. Core functionalities include formula deployment, complex formatting (including automatic currency formatting for financial tasks), data visualization, and mandatory post-processing recalculation. "
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majiayu000 Bundle Analytics Tracking 2Guide for implementing analytics tracking in SuperTool. Use this when adding analytics events, tracking user actions, or ensuring privacy compliance.
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majiayu000 Bundle Quant Analyst 2Expert quantitative analyst specializing in financial modeling, algorithmic trading, and risk analytics. Masters statistical methods, derivatives pricing, and high-frequency trading with focus on mathematical rigor, performance optimization, and profitable strategy development.
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majiayu000 Bundle Document Skills 2Professional document creation, editing, and analysis for Office formats (docx, pdf, pptx, xlsx). Use when working with Word documents, PDFs, PowerPoint presentations, or Excel spreadsheets.
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majiayu000 Bundle Backend Models 2Define database models and schemas with proper data types, constraints, relationships, and validation rules for PostgreSQL (Supabase/Bun.sql) and Firestore (Firebase). Use this skill when creating or modifying database models, ORM entity definitions, Prisma schemas, or Firestore document structures. Apply when working on model files (models/*.ts, entities/*.ts, schema.prisma, models/*.py, Models/*.cs), defining database relationships, setting up validation rules, or implementing data integrity constraints. This skill ensures snake_case naming for SQL and camelCase for NoSQL, required timestamps (created_at/updated_at), UUIDs for SQL and auto-generated IDs for Firestore, foreign key constraints with indexed columns, Row Level Security (RLS) policies for Supabase, strict Firestore security rules, normalized data for SQL (3NF) with denormalization for Firestore read performance, and pgvector setup for AI embeddings.
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majiayu000 Bundle Global Validation 2Implement comprehensive input validation with server-side security, client-side UX feedback, sanitization, and consistent error messages. Use this skill when validating user input in forms, API endpoints, or data processing. When writing validation rules for data types, formats, ranges, or required fields. When sanitizing input to prevent injection attacks (SQL, XSS, command injection). When providing field-specific error messages to users. When implementing validation at system boundaries like API endpoints or background jobs.
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majiayu000 Bundle Data Migration 3Use when creating data migrations, schema migrations, or data transformation scripts for MongoDB or SQL databases.
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majiayu000 Bundle Backend Queries 2Write efficient and secure database queries following best practices for SQL injection prevention, N+1 query optimization, and performance for PostgreSQL (Bun.sql, Prisma, Supabase) and Firestore. Use this skill when writing or modifying database queries, implementing data fetching logic, working with ORMs (Prisma, TypeORM, Entity Framework), using Bun.sql native driver, querying Firestore collections, or implementing caching strategies. Apply when working on service files (services/*.ts, repositories/*.ts, *Service.cs), query builder implementations, data access layers, or any code that fetches or manipulates data. This skill ensures parameterized queries to prevent SQL injection (never interpolate user input), eager loading to prevent N+1 problems, selective column fetching (no SELECT *), strategic indexing on WHERE/JOIN/ORDER BY columns, transactions for related operations, query timeouts for performance, caching expensive queries, prepared statements with Bun.sql for repeated queries, and query-driven mod
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majiayu000 Bundle Antinet Doc Parse将 PDF/PPT/Excel/Word 等多格式文档解析为结构化 Markdown,并输出元数据与解析置信度,作为 RAG 与四色卡片的数据底座。
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majiayu000 Bundle Databases 4PostgreSQL and MongoDB patterns, queries, and optimization. ALWAYS use when the user mentions "SQL", "query", "database", "table", "schema", "migration", "index", "slow query", "Postgres", "Mongo", "base de données", "requête", "optimiser". Provides best practices for schema design, query optimization, indexing strategies, migrations, and performance tuning. Use when writing complex queries, debugging slow performance, designing schemas, or setting up database infrastructure.
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majiayu000 Bundle Rails AI Debugging RailsUse when debugging Rails issues - provides Rails-specific debugging tools (logs, console, byebug, SQL logging) integrated with systematic debugging process
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majiayu000 Bundle Social Media Management 2Cross-platform social media operations and analytics
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majiayu000 Bundle Data Engineering 3ETL pipelines, Apache Spark, data warehousing, and big data processing. Use for building data pipelines, processing large datasets, or data infrastructure.
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majiayu000 Bundle Security Auditor 3Continuous security vulnerability scanning for OWASP Top 10, common vulnerabilities, and insecure patterns. Use when reviewing code, before deployments, or on file changes. Scans for SQL injection, XSS, secrets exposure, auth issues. Triggers on file changes, security mentions, deployment prep.
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majiayu000 Bundle Security Scanner 2Automatically scan code for security vulnerabilities when user asks if code is secure or shows potentially unsafe code. Performs focused security checks on specific code, functions, or patterns. Invoke when user asks "is this secure?", "security issue?", mentions XSS, SQL injection, or shows security-sensitive code.
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majiayu000 Bundle Text Summarizer 2Advanced text summarization and translation service with async processing capabilities. Use when users need to: (1) Summarize large text datasets from CSV/DataFrame, (2) Batch process text documents w
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majiayu000 Bundle Embeddings 3Vector embeddings with HNSW indexing, sql.js persistence, and hyperbolic support. 75x faster with agentic-flow integration. Use when: semantic search, pattern matching, similarity queries, knowledge retrieval. Skip when: exact text matching, simple lookups, no semantic understanding needed.
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majiayu000 Bundle Kpi Dashboard Design 2Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns. Use this skill when building an executive SaaS metrics dashboard tracking MRR, churn, and LTV/CAC ratios; designing an operations center with live service health and request throughput; creating a cohort retention analysis view for a product team; or debugging a dashboard where metrics contradict each other due to inconsistent calculation methodology.
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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 posthog, excel, security. 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.