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 Startup Data ScientistData scientist specializing in startup analytics, user behavior tracking, and metrics analysis for Lean Startup and Customer Development methodologies. Use when analyzing user data, setting up analytics, measuring validation metrics, cohort analysis, or when user asks about tracking, metrics, data analysis, or measuring startup hypotheses.
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majiayu000 Bundle Superset SQL DeveloperExpert guidance for writing optimized SQL queries for Apache Superset datasets, virtual datasets, and SQL Lab. This skill helps you create performant queries, design efficient datasets, and leverage PostgreSQL features - with specific patterns for Finance SSC, BIR compliance, and Odoo integration.
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majiayu000 Bundle VaexUse this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine learning on large datasets. Apply when users need to work with large CSV/HDF5/Arrow/Parquet files, perform fast statistics on massive datasets, create visualizations of big data, or build ML pipelines that do not fit in memory.
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majiayu000 Bundle Warehouse OptimizationQuery optimization, partitioning, clustering, and warehouse tuning.
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majiayu000 Bundle XLSX Processing OpenaiToolkit for comprehensive Spreadsheet reading, creation, editing, and analysis with visual quality control. Use to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing tabular data, (3) Modifying existing spreadsheets while preserving formulas, (4) Building financial models with proper formatting, (5) Data visualization with in-sheet charts, or any other spreadsheet tasks.
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majiayu000 Bundle AI Vector BrainBuilds vector-brain implementations for repos, docs hubs, and compliance corpora. Use when creating pgvector retrieval brains with scripts, SQL, manifests, and evals.
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majiayu000 Bundle Python ExecutorExecute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh). Pre-installed: NumPy, Pandas, Matplotlib, requests, BeautifulSoup, Selenium, Playwright, MoviePy, Pillow, OpenCV, trimesh, and 100+ more libraries. Use for: data processing, web scraping, image manipulation, video creation, 3D model processing, PDF generation, API calls, automation scripts. Triggers: python, execute code, run script, web scraping, data analysis, image processing, video editing, 3D models, automation, pandas, matplotlib
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majiayu000 Bundle Python PracticeGenerate Jupyter notebook practice challenges for Python. Use when the user wants practice problems, coding exercises, study notebooks, or drill questions for pandas or algorithms.
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majiayu000 Bundle Rails DebuggingUse 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 Snapshot WriterWrite a 1-page literature snapshot (`output/SNAPSHOT.md`) from a small core set + a bullets-only outline. **Trigger**: snapshot, literature snapshot, 速览, 48h snapshot, one-page snapshot, SNAPSHOT.md. **Use when**: 你要在 24-48h 内交付一个“可读的研究速览”(bullet-first,含关键引用),而不是完整 survey。 **Skip if**: 你已经进入 evidence-first survey 写作(有 `outline/evidence_drafts.jsonl` / `citations/ref.bib` / `output/DRAFT.md`),应改用 `subsection-writer`/`prose-writer`。 **Network**: none. **Guardrail**: 不发明论文/引用;引用只来自 `papers/core_set.csv`(或同 workspace 的候选池);不写长段落(避免“像综述生成器”)。
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majiayu000 Bundle Frappe Errors HooksUse when debugging hooks.py errors in Frappe/ERPNext. Covers hook not firing (typo, wrong dict structure), circular imports, app_include_js path errors, scheduler_events not running, doc_events on wrong DocType, permission_query_conditions SQL errors, override_doctype_class import failures, extend_doctype_class [v16+] conflicts, fixtures not loading. Error diagnosis by hook type for v14/v15/v16. Keywords: hooks.py error, hook not firing, scheduler not running, doc_events error, circular import, fixtures error, override class error.
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majiayu000 Bundle Quicknode SkillQuicknode blockchain infrastructure: endpoint access for 80+ chains over RPC/WebSocket/gRPC/REST, Streams, Webhooks, SQL Explorer, IPFS, Solana DAS API, Yellowstone and Hypercore gRPC, Key-Value Store, Admin API, x402 and MPP pay-per-request RPC, and Agent Subscriptions. Use for any Quicknode product, qn_ methods, blockchain data access on Ethereum, Solana, Hyperliquid and other supported chains, or wallet-paid agent access (x402, MPP, agent subscription).
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majiayu000 Bundle Dataset Quality AuditRun comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when users ask to check data quality, find missing or duplicate values, detect outliers, validate formats, profile data, or clean data.
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majiayu000 Bundle Tiktok Shop AnalyticsTikTok Shop analytics and performance tracking. Video metrics, live selling data, affiliate performance, advertising analytics, and business intelligence. Use when the user asks about TikTok Shop analytics, performance tracking, metrics analysis, or data-driven optimization.
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majiayu000 Bundle Amplitude NavigatorComprehensive guide for Amplitude MCP queries. Use when analyzing product analytics, user behavior, funnels, retention, experiments, or metrics. Reduces context overhead by documenting query patterns, event taxonomies, and RDC-specific configurations. Triggers on Amplitude, product analytics, user behavior, funnel analysis, retention, experiment analysis, or metric queries.
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majiayu000 Bundle Requirements Triage複数の要件や要望を体系的に分析・評価し、実装する項目を決定するスキル。 MoSCoW分類、優先度スコアリング、影響分析を提供する。 プロジェクト初期段階での要件整理から、開発中の追加要望への対応まで幅広く活用できる。 Anchors: • Software Requirements (Karl Wiegers) / 適用: 要件優先順位付け / 目的: リソース最適配分 • Lean Analytics (Alistair Croll) / 適用: ビジネス価値評価 / 目的: 戦略的決定支援 • Prioritization Frameworks / 適用: MoSCoW, RICE, Kano / 目的: 体系的な優先順位決定 Trigger: Use when triaging multiple requirements, prioritizing features, defining scope, or making resource allocation decisions. requirements triage, priority scoring, MoSCoW classification, scope management, feature prioritization, 要件トリアージ, 優先順位付け
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majiayu000 Bundle N8n Automationn8n workflow automation for building analytics including SkySpark multi-agent systems, FastAPI tool servers, workflow orchestration, and automated building system alert triage
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majiayu000 Bundle App Review Analyzerアプリストア レビュー CSV データを分析して視覚化するスキル。ユーザーがアプリストア レビュー CSV ファイルを提供するか レビュー 分析を要求する時に使用する。CSV は id, date, user_name, title, content, rating, app_version 列を含まなければならない。
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majiayu000 Bundle Etsy Shop AnalyticsShop analytics — traffic sources, conversion rates, search terms, top listings performance
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majiayu000 Bundle Trustpilot Review Intelligence当需要抓取 Trustpilot 评论、分析评分分布、提炼正负面主题、生成竞品口碑洞察或为广告与转化文案提供评论情报时使用。适用于“抓某品牌 Trustpilot 评论”“分析差评主题”“导出评论 CSV/JSON”“做口碑竞品研究”等场景,脚本位于 `scripts/tpscraper.js`。
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majiayu000 Bundle Bel Crm Schema Write DBThis skill should be used when working with the CRM PostgreSQL database for sales, contacts, companies, and opportunities. Use this skill when the user asks to insert, update, query, or analyze data in the CRM database (may be called crm or db), or when SQL queries need to be created for company_site, person, sales_opportunity, or event tables. This skill provides comprehensive schema knowledge and PostgreSQL-specific SQL examples tailored to the CRM data model.
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majiayu000 Bundle Cohort Schedule InquiryShare cohort schedule information. Use when a customer asks about dates, timing, or when the next cohort starts.
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majiayu000 Bundle CSV Data WranglerExpert in high-performance CSV processing, parsing, and data cleaning using Python, DuckDB, and command-line tools. Use when working with CSV files, cleaning data, transforming datasets, or processing large tabular data files.
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majiayu000 Bundle Data Cleaning StandardsClean and standardize vehicle insurance CSV/Excel data. Use when handling missing values, fixing data formats, removing duplicates, or standardizing fields. Mentions "clean data", "handle nulls", "standardize", "duplicates", or "normalize".
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majiayu000 Bundle Database ImplementationDatabase schema design, migrations, query optimization with SQL, Exposed ORM, Flyway. Use for database, migration, schema, sql, flyway tags. Provides migration patterns, validation commands, rollback strategies.
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majiayu000 Bundle Database Migration PlanWrite a safe, zero-downtime database migration plan for a schema change. Use when asked to plan a database migration, design a zero-downtime schema change, document an expand/contract migration, produce a rollback procedure for a database change, or coordinate a database schema update with a deployment. Produces a structured migration plan covering migration objectives, backward compatibility analysis, expand/contract phase breakdown, exact SQL, rollback steps per phase, data validation queries, and a deployment runbook.
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majiayu000 Bundle Dbt Migration SnowflakeConvert Snowflake DDL to dbt models. This skill should be used when converting views, tables, or stored procedures from Snowflake to dbt code, generating schema.yml files with tests and documentation, or migrating existing Snowflake SQL to follow dbt best practices.
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majiayu000 Bundle Fm Residency SchedulingFamily Medicine Residency Excel-based scheduling. Use when working with academic year block schedule spreadsheets to assign faculty half-days (C, GME, DFM) and resident half-days, validate constraints, process FMIT/SAFP blocks, apply post-call rules, and meet AT coverage. Triggers: Block schedule, faculty scheduling, resident scheduling, half-day assignments, FMIT, clinic coverage, resident supervision, AY 25-26.
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majiayu000 Bundle Ga4Query Google Analytics 4 (GA4) data via the Analytics Data API. Use when you need to pull website analytics like top pages, traffic sources, user counts, sessions, conversions, or any GA4 metrics/dimensions.
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majiayu000 Bundle Github Initiative PulseTurns tracker data and GitHub board metadata into initiative-level summaries. Provides markdown helpers and CSV exports for pasting into issues, PRs, or Discussions.
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majiayu000 Bundle Insurance Weekly Report华安保险车险周报自动生成器(麦肯锡风格)。将周度车险数据(支持Excel/CSV/JSON/DuckDB)转化为12-13页董事会级经营分析报告。采用问题导向标题、16:9宽屏、四象限/气泡图可视化、深红#a02724配色。报告结构:经营概览、保费进度、变动成本、损失暴露、费用支出,每个章节分机构和分客户类别双维度分析。支持自定义阈值配置和保费计划。触发场景:用户上传车险周报数据文件(.xlsx/.csv/.json/.db),要求生成董事会汇报PPT。
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majiayu000 Bundle Integration Test ExpertE2E 테스트, Flyway vs @Sql 분리, TestRestTemplate 필수. MockMvc 금지. /kb-integration 명령 시 자동 활성화.
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majiayu000 Bundle Linkedin Thread MonitorTrack which of your LinkedIn comments earned author replies. Flags the 6-24h warm-reply window where thread momentum peaks, classifies threads as hot/warm/cool/dormant, and routes warm ones to linkedin-reply-handler for follow-up drafts. Powered by Apify, no LinkedIn login. Triggers on "what threads need follow-up", "author replied", "monitor my comments". Not for analyzing likers on a post (use linkedin-engager-analytics).
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majiayu000 Bundle LLM Document ExtractionExtract structured data from construction documents using LLMs. Process RFIs, submittals, contracts, specifications. Convert unstructured PDFs to structured JSON/Excel.
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majiayu000 Bundle Postgresql FundamentalsMaster PostgreSQL SQL fundamentals - data types, tables, constraints, schema design
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majiayu000 Bundle SQL Database SpecialistDesign, optimize, and migrate SQL databases with reliability and performance guardrails.
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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 ai-vector-brain, python-executor, python-practice. 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.