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 Biz Doc GeneratorWord, Excel, PPT, PDF 등 기업용 문서를 생성하고, 결과를 docs/exports에 저장하며 임시파일을 자동 정리합니다.
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majiayu000 Bundle Bond BenchmarkingCompare bond performance against market benchmarks and indices. Analyzes yield spreads, duration matching, and relative value. Requires numpy>=1.24.0, pandas>=2.0.0. Use when evaluating bonds against peers, measuring portfolio attribution, or identifying value opportunities in fixed income markets.
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majiayu000 Bundle Chatbot AnalyticsImplement AI chatbot analytics and conversation monitoring. Use when adding conversation metrics, tracking AI usage, measuring user engagement with chat, or building conversation dashboards. Activates for AI analytics, token tracking, conversation categorization, and chat performance.
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majiayu000 Bundle Command Analytics커맨드, 스킬, 에이전트 사용 빈도 측정 및 리포트 생성. 미사용 항목 식별, 최적화 제안 제공.
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majiayu000 Bundle Context AnalyticsPortfolio analytics, metrics calculation, performance tracking, and dashboard data. Use when working with analytics code, files, or integration. Invoke when navigating analytics codebase, searching for analytics files, debugging analytics errors, or discussing analytics patterns. Keywords: analytics, analytics
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majiayu000 Bundle Context OptimizerFormat and structure data files for optimal Claude reasoning and extraction. Use when: (1) Preparing documents/data for Claude analysis, (2) User asks to 'optimize context' or 'format for Claude', (3) Structuring multi-document corpora, (4) Improving LLM retrieval/reasoning over files, (5) Converting data between formats for Claude consumption, (6) User mentions 'lost in the middle' or context window issues. Supports XML, JSON, YAML, CSV, and markdown.
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majiayu000 Bundle Cookies AnalyticsSet up Google Analytics 4 with DSGVO-compliant cookie consent banner. Use when analytics tracking is needed. Triggers on "analytics", "GA4", "Google Analytics", "cookie consent", "tracking".
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majiayu000 Bundle Cv Data IngestionIngest and organize raw career data from Obsidian notes, CSV files, zip archives, and markdown documents into the Universal CV portfolio system. Use when processing career history, work experience, testimonials, case studies, or resume data from multiple sources. Outputs structured YAML/Markdown validated against Zod schemas.
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majiayu000 Bundle Cva Setup InteropPython interoperability setup using libpython-clj for Clojure agent development. Includes Python environment configuration, module importing strategies, data type conversion between Python and Clojure, NumPy/Pandas/HuggingFace integration, virtual environment setup, and performance optimization. Use when integrating Python ML libraries, setting up data science workflows, troubleshooting Python interop issues, working with NumPy arrays or Pandas DataFrames, or calling HuggingFace transformers from Clojure.
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majiayu000 Bundle Data Analysis SQLSQL for data analysis with exploratory analysis, advanced aggregations, statistical functions, outlier detection, and business insights. 50+ real-world analytics queries.
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majiayu000 Bundle Data Export ExcelExport analysis results, data tables, and formatted spreadsheets to Excel files using openpyxl. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).
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majiayu000 Bundle Database ExplorerAllows read-only access to the SQL database to allow querying and analysis using natural language
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majiayu000 Bundle Database StandardDatabase design standards defining primary keys, foreign keys, audit fields, soft delete, junction tables. PostgreSQL style preferred, SQL lowercase without comments.
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majiayu000 Bundle Dbcli InteractiveInteractive SQL mode for 30+ databases using DbCli. Provides REPL environment for exploratory queries, rapid prototyping, and database administration. Includes safety prompts before dangerous operations (UPDATE/DELETE/DROP). Use when user wants interactive database session.
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majiayu000 Bundle Dbf Data AnalysisThis skill should be used when the user asks to "analyze DBF files", "read DBF data", "query DBF database", "convert DBF to Parquet", "analyze Thai accounting data", "explore legacy database", "run DuckDB queries on DBF", or mentions DBF, Parquet conversion, or Thai legacy accounting systems. Provides comprehensive guidance for reading, converting, and analyzing Thai legacy DBF accounting databases.
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majiayu000 Bundle Dbt Migration Db2Convert IBM DB2 DDL to dbt models compatible with Snowflake. This skill should be used when converting views, tables, or stored procedures from DB2 to dbt code, generating schema.yml files with tests and documentation, or migrating DB2 SQL to follow dbt best practices.
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majiayu000 Bundle Dbt Model BuilderCreate dbt models following FF Analytics Kimball patterns and 2×2 stat model. This skill should be used when creating staging models, core facts/dimensions, or analytical marts. Guides through model creation with proper grain, tests, External Parquet configuration, and per-model YAML documentation using dbt 1.10+ syntax.
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majiayu000 Bundle Discover DatabaseAutomatically discover database skills when working with SQL, PostgreSQL, MongoDB, Redis, database schema design, query optimization, migrations, connection pooling, ORMs, or database selection. Activates for database design, optimization, and implementation tasks.
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majiayu000 Bundle Dst Join AnalysisPerform SQL joins and multi-table analysis on DST data in DuckDB. Use when research requires combining multiple tables on common dimensions (time, region). Provides patterns for common DST dimension joins and multi-table comparisons.
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majiayu000 Bundle Exec Briefing KitTemplate for packaging revenue analytics into concise exec/board narratives.
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majiayu000 Bundle Invoice GeneratorGenerate professional PDF invoices from line items with customizable templates, tax calculations, and branding. Supports batch generation from CSV.
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majiayu000 Bundle Invoice ProcessorAutomatically process invoices (发票) from PDFs/images to Excel spreadsheets using AI vision recognition. Use this skill when users mention "发票", "invoice", "处理发票", "识别发票", "提取发票", or need to convert invoice files to Excel format.
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majiayu000 Bundle Migration CheckerWHEN: Database migration review, backwards compatibility, rollback safety, data integrity WHAT: Migration safety + Rollback validation + Downtime analysis + Data preservation + Lock prevention WHEN NOT: Query optimization → sql-optimizer, Schema design → schema-reviewer
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majiayu000 Bundle Moai Lang UnifiedUnified enterprise programming language skill covering 25+ languages including Python 3.13, TypeScript 5.9, Go 1.23, Rust 1.91, Java 21, JavaScript ES2025, C++, C#, PHP, Swift, Kotlin, Scala, Elixir, Ruby, R, SQL, Shell, and more with patterns, best practices, and Context7 integration
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majiayu000 Bundle Order FulfillmentWhen the user wants to design or optimize order fulfillment operations, improve pick-pack-ship processes, or reduce fulfillment costs. Also use when the user mentions "order processing," "pick-pack-ship," "picking strategy," "packing operations," "shipping optimization," "wave planning," "batch picking," or "fulfillment center operations." For warehouse layout, see warehouse-design. For routing pickers, see picker-routing-optimization.
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majiayu000 Bundle Pandas SpecialistMaster pandas data manipulation patterns including efficient data transformations, performance optimization, memory management, and vectorized operations. Use PROACTIVELY when working with pandas DataFrames for data analysis, cleaning, or transformation.
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majiayu000 Bundle Posthog AnalyticsPostHog analytics, event tracking, feature flags, dashboards
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majiayu000 Bundle Product AnalyticsMeasure what matters with proper event tracking, funnels, cohorts, and metrics. Use when setting up analytics, tracking features, or understanding behavior.
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majiayu000 Bundle Protective CollarAnalyzes protective collar strategies combining long stock, long put protection, and short call income. Requires numpy>=1.24.0, pandas>=2.0.0, matplotlib>=3.7.0. Use when protecting stock positions with reduced cost, hedging downside while generating income, or implementing portfolio insurance with capped upside on mid to large-cap holdings.
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majiayu000 Bundle Python Modern CLIBuild professional Python CLIs with modern UX patterns using pyfiglet (ASCII banners), typer (commands), questionary (interactions), and rich (formatting). Use when creating command-line tools, automation scripts with user interaction, data processing pipelines with CLI interfaces, or upgrading existing Python scripts to professional CLIs. Ideal for ETL workflows, GIS tools, data analysis utilities, and civic tech projects requiring reproducible, scriptable interfaces.
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majiayu000 Bundle Security PatternsImplement comprehensive security patterns to protect applications against OWASP Top 10 vulnerabilities including XSS, CSRF, SQL injection, authentication bypass, and data exposure. Use when handling user data, implementing authentication and authorization, validating input, encrypting sensitive data, preventing injection attacks, securing API endpoints, managing sessions and tokens, implementing rate limiting, configuring security headers, or building security-critical features that require defense-in-depth protection.
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majiayu000 Bundle Sensor ManagementHome Assistant sensor configuration and analytics patterns.
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majiayu000 Bundle Skyspark AnalysisSkySpark analytics for building automation systems including Axon queries, trend analysis, fault detection, and performance optimization using haystack tagging standards
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majiayu000 Bundle Spreadsheet ToolsGuides and code for creating, analyzing, and formatting spreadsheets. Use this skill to work with Excel files programmatically and apply data analysis techniques.
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majiayu000 Bundle Sprint 1 ExecutorExecute Sprint 1 tasks for FASA optimization and trade analytics. This skill should be used when the user requests execution of any Sprint 1 task (Tasks 1.1-1.4, 11-13, 2.1-2.4, 3.1-3.2), including ca
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majiayu000 Bundle SQL Anti PatternsSQLアンチパターンの検出・分析・改善提案を支援するスキル。 スキーマ設計レビュー、クエリ実装レビュー、パフォーマンス問題の診断と改善を行う。 Anchors: • SQL Antipatterns (Bill Karwin) / 適用: アンチパターンカタログ / 目的: 設計問題の体系的検出 • Database Design for Mere Mortals / 適用: 正規化とスキーマ設計 / 目的: 適切なデータモデリング • Use The Index, Luke / 適用: インデックス最適化 / 目的: クエリパフォーマンス改善 Trigger: Use when reviewing database schema, detecting SQL anti-patterns, diagnosing performance issues, or planning schema refactoring. sql anti-pattern, schema review, N+1, EAV, polymorphic associations, jaywalking, database design, query optimization
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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 biz-doc-generator, bond-benchmarking, chatbot-analytics. 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.