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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skillmedev Skill SQL To InsightsTurns SQL query results into a decision-ready business narrative - headline finding, drivers, recommendation - plus the right chart choice for the data shape. Use when someone asks "what does this data actually mean", "summarize these query results for the exec team", "what chart should I use for this", or pastes a result set and wants the so-what for a non-technical audience. Do NOT use to diagnose or speed up the query itself - use sql-query-optimizer instead; do NOT use to build a full multi-part narrative presentation around an analysis - use data-story instead; do NOT use for open-ended exploration of an unfamiliar dataset - use eda-playbook instead.
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tavoloperuno Skill Clear Writing For DataTighten and clarify prose for data professionals. Applies plain English writing principles to resumes, cover letters, reports, presentations, and any written output. Use when writing or editing prose that explains data, analytics, or technical work to any audience.
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umerthegtme Bundle Heyreach Analytics ReportGenerate READ-ONLY weekly or monthly performance reports across all HeyReach workspaces in an organization, written to a dated markdown file. Use when the user wants an analytics report, a workspace performance digest, org-wide or agency-wide stats, "how are my campaigns doing", weekly/monthly numbers, or KPIs (acceptance rate, reply rate, interested leads) per workspace and as an org roll-up. Requires an organization / tenant API key. Strictly read-only — it never creates, edits, starts, pauses, or deletes anything. Can be scheduled to run automatically.
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a-pavithraa Bundle Spring Data JpaUse when designing or implementing Spring Data JPA on Spring Boot 4 — repository boundaries, projections, query patterns, custom repositories, CQRS read models, entity relationships, or persistence performance fixes. Not for generic SQL help, database admin work, or project-wide migration (see the springboot-migration skill).
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adaptyteam Bundle Apple AdsUse when operating a connected Apple Ads account through the Adapty CLI — weekly check-ins, cohort and keyword bid reviews, competitor keyword opportunities from Market Intelligence, search-term harvesting, negative-keyword mining, CPP routing, bids, budgets, keywords, campaigns, and rule automations. Requires the adapty CLI and an Adapty account. Use apple-ads-audit for read-only account health or live structure diagnostics, and apple-ads-strategy for planning without an account.
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paldom Bundle Grill My SchemaGrills the design of an app-serving database schema on an analytics gold layer - prioritized hard questions on access patterns, freshness, writes, tenancy, evolution, ideally before DDL exists. Use when the user says grill/challenge/stress-test/interrogate my schema plan or asks what could go wrong with it. Not for reviewing or generating DDL/ERDs, star-schema/BI modeling, or plain OLTP databases.
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paldom Bundle Serving Schema ReviewReviews a concrete app-serving schema (DDL, ERD, table defs, or data contract) for a layer replicated from an analytics gold layer - severity-ranked findings with fixes. Use when asked to review, critique, audit, or check production readiness of such a schema. Not for interrogating an approach before anything is built, BI star schemas, source-of-record OLTP tables, or API payload schemas.
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cnzeropro Skill DB Design Standard关系型数据库(MySQL、PostgreSQL、Oracle、SQL Server、GaussDB、达梦等)表设计与 SQL 脚本规范:11 条设计规则(交付物、注释、主键、字段类型、审计字段、约束索引、主子表拆分、命名、JSON 扩展、字符集)、完整建表模板与验收清单。当需要设计新表、修改表结构、生成或审查 DDL/DML 脚本时使用。
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columnar-tech Skill DatabowQuery SQL databases with the databow CLI. Use when the user wants to run SQL queries against any database with an ADBC driver (BigQuery, ClickHouse, Databricks, DataFusion, DuckDB, Exasol, Microsoft SQL Server, MySQL, PostgreSQL, Redshift, SingleStore, Snowflake, Spark, SQLite, Trino, etc.), export query results to JSON/CSV/Arrow IPC files, or work with ADBC connection profiles.
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columnar-tech Skill Duckdb AdbcQuery external databases from DuckDB using the ADBC (Arrow Database Connectivity) community extension. Use when the user wants to run SQL against any database with an ADBC driver (BigQuery, ClickHouse, Databricks, PostgreSQL, MySQL, Redshift, SingleStore, Snowflake, SQL Server, SQLite, Trino, etc.) from within DuckDB, attach an external database as a DuckDB catalog, read remote data with `read_adbc`, execute arbitrary remote DDL/DML with `adbc_execute`, or manage ADBC connection profiles/drivers via `dbc`.
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crischenyingyan Bundle Summary Grouping整理文献标签。读取文献文件夹(默认 note,递归含子文件夹)中的 docx,提取每篇文献的关键词,建立或更新关键词矩阵 keyword_summary.xlsx,并生成检索说明 searching_readme.md。触发示例:「整理文献标签」「给文献打标签」「文献分组」「提取关键词」。
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crischenyingyan Bundle Summary Answering回答我的问题。把用户的提问规范化、分解,按语义和关键词检索文献分组表 keyword_summary.xlsx 与文献总结表 paper_archiving.xlsx,整理出可回答该问题的文献名单并生成 docx,再在文献总结表中筛选呈现相关行。触发示例:「回答我的问题:XXX」「哪些文献讲了 XXX」「关于 XXX 的文献有哪些」。
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crischenyingyan Bundle Summary Archiving读取文献文件夹(默认 note,递归含子文件夹)中的 docx,逐篇生成或更新文献总结表 paper_archiving.xlsx(每篇文献一行)。触发示例:「总结文献」「整理文献」「归档文献」「生成文献总结表」。
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astro-han Bundle Office XLSXNative .xlsx generation and editing with Python openpyxl: real formulas the recipient can recalc, explicit number formats and fonts, native charts. Also reads and parses existing workbooks. Use this for any Excel, spreadsheet, or financial-model request, and for reading or modifying an existing .xlsx.
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aurabx Skill Medical Imaging PipelinesBuild automated pipelines for medical imaging data: format conversion (DICOM to NIfTI, PNG, HDF5), batch processing, ML dataset preparation, research data export, and imaging ETL workflows. Use when converting DICOM to other formats, preparing imaging datasets for machine learning, building research data pipelines, batch processing medical images, extracting imaging features, or automating imaging workflows.
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aws-samples Bundle Office ExcelRead and write Microsoft Excel (.xlsx) files. Use when the user asks to read, analyze, create, or convert Excel spreadsheets.
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baidubce Skill Data Analysis数据分析技能,用于理解数据、分析数据、制作数据处理流程、汇总数据分析结果。当用户提到"分析数据"、"数据处理"、"数据探索"、"统计分析"、"数据清洗"、"数据汇总"、"制作数据报告"、"理解这份数据"、"看一下这个CSV/Excel/数据集"时,必须使用此技能。即使用户只说"帮我看看这个数据"、"分析一下",只要上下文涉及数据文件或数据集,也应立即触发此技能。如果在FaMou问题定义过程中涉及到数据分析,也需要调用此技能。
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alllyx520-bot Bundle XLSX---
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antonrisch Skill Data Quality AuditAudits database data quality (nulls, duplicates, orphans, invalid ranges) and produces a short findings report with remediation queries. Use when debugging data issues, validating migrations, or verifying analytics correctness.
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hotdata-dev Bundle Hotdata SearchUse this skill when the user wants full-text search, BM25 keyword search, vector similarity search, semantic search, embeddings, or retrieval indexes in Hotdata. Activate for "hotdata search", "BM25", "full-text", "vector search", "semantic search", "similarity", "embedding", "embedding provider", "create an index" (bm25 or vector), "list indexes" for search, or SQL using bm25_search or vector_distance. Do not load for general SQL analytics (aggregations, GROUP BY) or geospatial work — use hotdata-analytics or hotdata-geospatial instead. Requires the core hotdata skill for auth and workspace basics.
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hotdata-dev Bundle Hotdata AnalyticsUse this skill when the user wants OLAP-style SQL analytics in Hotdata — aggregations, GROUP BY, JOINs, reporting, exploratory queries, query run history, stored results, or materialized follow-up tables (Chain into instant databases). Activate for "analyze", "aggregate", "rollup", "pivot", "report", "metrics", "GROUP BY", "query history", "past queries", "query runs", "stored results", "materialize", "chain", "intermediate table", or sorted indexes for filters/range scans. Do not load for BM25/vector search or geospatial SQL — use hotdata-search or hotdata-geospatial. Requires the core hotdata skill for tables and auth.
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hotdata-dev Bundle Hotdata GeospatialUse this skill only when the user is working with geospatial data in Hotdata (PostGIS-style SQL like ST_* functions, geometry/WKB, bbox filtering, point-in-polygon, distance/area, lat/lon, spatial joins, “geospatial”, “GIS”, “PostGIS”). Do not load this skill for non-geospatial SQL or general Hotdata usage.
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huangzt Bundle Dm8 Tools达梦数据库(DM8)工具集,用于连接数据库实例、列出所有表、查看表结构、执行 SQL 查询等操作。当需要操作达梦数据库、查询数据、分析表结构时使用此技能。支持通过命令行参数指定 host、port、user、password、database、schema 等连接信息,可代替 dm8 mcp 服务使用。支持 Windows、macOS 和 Linux 平台。
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huangzt Bundle Mssql ToolsSQL Server (MSSQL) 数据库工具集,用于连接数据库实例、列出所有表、查看表结构、执行 SQL 查询等操作。当需要操作 SQL Server 数据库、查询数据、分析表结构时使用此技能。支持通过命令行参数指定 server、port、user、password、database 等连接信息,可代替 mssql mcp 服务使用。支持 Windows、macOS 和 Linux 平台。
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huangzt Bundle Mysql ToolsMySQL 数据库工具集,用于连接数据库实例、列出所有表、查看表结构、执行 SQL 查询等操作。当需要操作 MySQL 数据库、查询数据、分析表结构时使用此技能。支持通过命令行参数指定 host、port、user、password、database 等连接信息,可代替 mysql mcp 服务使用。支持 Windows、macOS 和 Linux 平台。
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ibm Bundle Skills Microservices DeveloperUse when the user wants to generate production-ready microservice implementation code from approved architecture and design artifacts — retrieves architecture specifications, OpenAPI, SQL schemas, and design documents from MinIO, generates and validates GitHub Spec Kit artifacts (spec.md, plan.md, tasks.md), invokes GitHub Spec Kit implementation, and enforces enterprise coding standards and governance throughout. Retrieves enterprise coding standards from MinIO and enforces them throughout code generation.
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dream-num Bundle Univer Plugin DevDevelop custom plugins for Univer (spreadsheet/document/presentation engine). Use when writing a plugin, registering commands/mutations/operations, extending Facade API classes (FUniver, FWorkbook, FWorksheet, FRange), adding toolbar buttons or context menus, binding shortcuts, or listening to workbook/sheet/cell events. Triggers include 'write a plugin', 'custom command', 'extend FRange', 'toolbar button', 'shortcut', 'menu item', 'Facade extension', or any plugin development error.
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dream-num Bundle Univer Node BackendUse Univer (spreadsheet engine) in Node.js backend environments for headless data processing, batch report generation, server-side formula calculation, and automated workbook manipulation. Use when the user needs to create, read, or modify spreadsheets on the server without a browser, run Univer in Node.js, use createUniverOnNode, UniverRPCNodeMainPlugin, child_process fork for formula workers, server-side XLSX/JSON processing, or batch cell operations via Facade API in a backend context. Triggers include "Node.js", "server side", "backend", "headless", "batch generate", "automated report", "createUniverOnNode", "rpc-node", "formula worker", or "Univer in Node".
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sayed3li97 Skill CSV To XLSXA spreadsheet helper that converts CSV files into formatted XLSX workbooks with styled headers and frozen panes.
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glideapps Skill AnalyzeRed-team verification of roto-rooter findings against real apps. Supports multiple local paths and remote Git URLs. Runs all checks and SQL extraction, then spins up subagents to independently validate each finding. Use when the user wants to verify roto-rooter accuracy, test for false positives, or audit apps with third-party validation of results.
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greptimeteam Skill Greptimedb Fuzz CI Failure InvestigationInvestigate a failed GreptimeDB fuzz CI target link by downloading GitHub Actions job logs plus fuzz artifacts such as kind logs, monitor dumps, and CSV dumps, then correlate the failure with local GreptimeDB source code. Use when the user provides a failed fuzz CI target/job URL or asks to diagnose GreptimeDB fuzz CI failures.
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growthbook Bundle AnalyticsChart GrowthBook product data, build Analytics dashboards, and manage the metric catalog — run Product Analytics explorations, save charts together on a dashboard, search metrics and fact tables, or create fact metrics and their fact tables. Use for "show me signups by country", "chart daily active users", "how many orders last week", "build me a dashboard", "put these metrics on a dashboard", "add a chart to this dashboard", "set up reporting for X", "find our revenue metric", "what fact tables exist", "create a metric", or "define a metric on the orders table". For an A/B test's results or choosing experiment metrics, use experiments. For feature flags, use feature-flags. For first-time API key configuration, use gb-setup.
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growthbook Bundle ExperimentsDesign, launch, analyze, and stop GrowthBook A/B tests, and search or record durable Learnings across experiments. Use for experiments, split tests, variations, hypotheses, sample size, guardrail metrics, SRM, chance to win, lift, declaring a winner, "what have we learned", "have we tested this before", or "record this learning". For bandits, identify them and direct the user to GrowthBook UI. For feature flags and rollouts, use feature-flags. For product analytics or metric catalog work, use analytics. For API key configuration, use gb-setup.
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growthbook Bundle Feature FlagsRead and modify GrowthBook feature flags — create, search, toggle, target, schedule, ramp, monitor, publish drafts, and archive. Use when the user mentions a feature flag, feature toggle, kill switch, rollout, targeting rule, percentage release, saved group, prerequisite, draft revision, flag approval, or flag cleanup. Triggers include "create a flag for X", "release this to 10% of users", "turn on flag X in production", "gradually roll this out", "publish this draft", "what flags do we have", "who needs to approve this", and "delete this stale flag". For designing, launching, analyzing, or stopping an A/B test, use the experiments skill. For charting product data or browsing the metric catalog, use the analytics skill. For first-time API key configuration, use gb-setup.
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guilherme-iaparaagronomos Bundle Consulta CarConsulta pública do CAR (Cadastro Ambiental Rural / SICAR): a partir do número de registro, traz município, estado, latitude, longitude, área do imóvel, módulos fiscais e data de cadastro — direto da base oficial (consulta.car.gov.br). Funciona com UM número no chat ou com uma PLANILHA (CSV/XLSX) de vários CARs, preenchendo as colunas faltantes e devolvendo a planilha completa. Acione com "consultar CAR", "dados do CAR", "SICAR", "preencher planilha de CAR" ou quando o usuário colar um número no formato UF-1234567-XXXX.XXXX...
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guilherme-iaparaagronomos Bundle Krigagem SoloInterpolação por krigagem ordinária de laudos de análise de solo georreferenciados. Entradas: perímetro do talhão, pontos de amostragem (shapefile/GeoJSON/KML/CSV) e o laudo do laboratório. Casa os IDs do shape com os do laudo mesmo com divergências (T01-03 ≈ t1-3), testa três modelos de semivariograma (exponencial, esférico e gaussiano), escolhe o melhor por validação cruzada e gera mapa raster (GeoTIFF) + PNG com legenda em régua, pixel de 5 m. Acione com "mapa de fertilidade", "krigagem", "interpolar análise de solo", "agricultura de precisão" ou quando o usuário trouxer laudo + pontos de amostragem de um talhão.
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 mysql-tools, skills-microservices-developer, univer-node-backend. 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.