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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gulmezeren2-byte Skill Django OrmQuery construction, N+1 detection and migration safety for Django: select_related vs prefetch_related, when a migration needs a separate data step, and how to read the SQL a queryset actually emits.
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brandonburrus Bundle Analyze DataThis skill should be used when analyzing, aggregating, summarizing, or plotting tabular data from CSV, TSV, Excel, JSON, Parquet, or SQLite sources. It applies when the user says "analyze this data", "what's the total/average/trend", "group by", "how many rows", "plot this", "make a chart from this data", hands over a data file with a question, or wants an analysis notebook for the exploration. It should not be used for editing spreadsheet files as documents (use edit-excel-sheet), designing database schemas (use spec), architecture diagrams (use create-diagram), or building an interactive or custom data visualization as the deliverable (use visualize-data).
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brandonburrus Bundle Review MetricsThis skill should be used after a feature or product ships, to turn usage and product data into a ship / iterate / roll-back decision with statistical honesty. It applies when the user says "did the launch work", "analyze the metrics", "read the A/B test", "is this experiment significant", "should we ship the variant", "funnel analysis", "retention / cohort analysis", "why did activation drop", "what's our north-star metric", "the feature is live, now what", or "are these numbers real". It should not be used for generic tabular data crunching with no product decision attached (use analyze-data), for pre-launch market sizing from desk research (use research-market), for pre-build demand validation before anything exists (use validate-idea), or for building a dashboard or custom visualization as the deliverable (use visualize-data).
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brandonburrus Bundle Edit Excel SheetThis skill should be used when creating, editing, or reading Excel spreadsheets (.xlsx, .xlsm) including cell values, formulas, formatting, multiple sheets, tables, and charts. It applies when the user says "create a spreadsheet", "update this Excel file", "read the xlsx", "add a column to the sheet", or references a .xlsx/.xlsm file. It should not be used for plain .csv files (edit them as text), for legacy .xls files without converting first, or for analyzing tabular data where the spreadsheet is only the container (load it and analyze directly).
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qq5855144 Bundle Document Format Conversion将图片或 PDF 文档转换为 Word/Excel,保留原版式,支持表格/印章/水印/手写内容。需要 OCR 文档格式转换、PDF 转 Word/Excel 时使用。
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salesforcecommercecloud Bundle B2c CipRun analytics reports and SQL queries against B2C Commerce Intelligence data using the b2c CLI. Use this skill whenever the user needs sales analytics, search query performance metrics, payment data, or KPI exports, OR technical/developer analytics such as SCAPI/OCAPI request volume, API error rates, response-time/latency distributions, cache hit ratios, or SFRA controller health. Also use when they need to discover available data tables, run custom SQL, or pull aggregate reports — even if they just say "show me sales data", "what are our top search terms", or "which SCAPI endpoints are slow or erroring".
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jgamaraalv Bundle SQL OptimizationUniversal SQL query tuning across MySQL, PostgreSQL, SQL Server, and Oracle — execution plans, index strategy, pagination, batch operations. Use whenever a SQL query is slow or needs optimization.
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jgamaraalv Bundle Postgresql Code ReviewReview SQL, schemas, and migrations for PostgreSQL best practices — JSONB, arrays, ENUMs/domains, PL/pgSQL, RLS, privileges. Use when reviewing any PostgreSQL DDL, query, function, or migration.
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willakins Bundle Monitor Prod LogsInspect Croft production application logs in Better Stack. Use when Codex needs to monitor or debug production logs, search recent errors, trace request IDs, tail matching log lines, inspect Better Stack source or connection metadata, or run read-only ClickHouse SQL against the croft-prod-rails Better Stack source.
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willakins Bundle Read Croft Prod DBSafely inspect Croft production records through the read-only DigitalOcean PostgreSQL replica. Use for live Croft data questions, Sentry validation against prod rows, row counts or samples, schema-backed relationship checks, or safe read-only SQL. Do not use for writes, migrations, local dev/test DBs, non-Croft databases, or secret retrieval.
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kinhluan Bundle Product AnalyticsProduct analytics and experimentation frameworks. Use for defining metrics, designing A/B tests, analyzing funnels and cohorts, measuring feature impact, and setting up analytics infrastructure.
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mingchen666 Bundle Officecli SkillsUnified OfficeCLI skill for creating, reading, and editing Office files. Use for any .docx, .pptx, or .xlsx task, including Word documents, PowerPoint decks, Excel workbooks, academic papers, pitch decks, financial models, dashboards, and fillable Word forms. This is the only top-level OfficeCLI skill; route to the specific reference files under references/ as needed.
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resonatehq Skill Resonate Server PostgresRun the Resonate protocol inside Postgres itself using resonate-pg — one SQL file of stored procedures, with no server process at all. Covers installing the schema, the pg_cron timer dependency and its silent-failure mode, reaching the protocol through resonate_rpc, starting workflows with resonate.invoke, the resonate_worker grant surface, garbage collection and id idempotency, the TypeScript/Deno-only client constraint, and the open correctness gaps. Use when a user already runs Postgres and wants durable execution without deploying anything beside it.
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sandeco Bundle Mira ChartEspecialista em gráficos de dados para slides do Mira. Recebe dados (CSV, JSON, TSV, tabela markdown, texto colado) ou imagens (print de gráfico, foto de quadro branco, rascunho à mão) e gera um gráfico D3.js; usa o tipo pedido ou recomenda a melhor visualização. Use esta skill SEMPRE que o usuário disser: "criar gráfico", "plotar", "gráfico de barras", "gráfico de linhas", "pizza", "scatter", "visualizar esses dados", "transformar esse CSV em gráfico", "recriar esse gráfico", "desenhei um gráfico", "fiz um rascunho", ou qualquer combinação de dados + gráfico/visualização. Para imagens que não são gráficos use /mira-visuals; para animar um gráfico pronto use /mira-animator.
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trac3r00 Bundle Portfolio AuditAnalyzes an exported portfolio CSV for concentration risk, asset-type allocation drift, and gain/loss. Reads a file you exported yourself (no login, no network, fully offline and deterministic) and warns when any single position or asset class exceeds your stated limits. Covers stocks, crypto, ETFs, and any asset type you label.
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trac3r00 Bundle Subscription AuditFinds the recurring charges (subscriptions) hiding in a bank or credit-card CSV, tells you the true monthly and yearly cost, and flags the ones that look forgotten — a free trial that started charging, or a service that quietly kept billing after you stopped using it. Reads a statement you exported yourself; no bank login, no third-party service, fully offline and deterministic.
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vigneshbarani24 Skill SfUse when working with SAP SuccessFactors — Employee Central, Recruiting, Onboarding, Performance & Goals, Compensation, Learning, Succession Planning, Workforce Analytics, Employee Central Payroll, RBP, MDF, integration with S/4HANA HCM, or OData APIs.
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vigneshbarani24 Skill EwmUse when working with SAP Extended Warehouse Management — warehouse structure design, inbound/outbound processes, wave management, task and resource management, slotting, labor management, yard management, RF framework, VAS, or embedded EWM in S/4HANA.
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vigneshbarani24 Skill Performance TuningUse when diagnosing or resolving SAP performance problems — slow transactions, long-running batch jobs, expensive SQL, HANA resource issues, or general ABAP runtime bottlenecks.
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donatassimkus Bundle AnalyticsAnalytics Skill
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sandeco Skill Mira Chart RaceCria um slide de gráfico de corrida no Mira: série temporal animada que corre no tempo, toca uma vez e para no fim. Dois modos: "bars" (barras que trocam de posição no ranking) e "lines" (linhas desenhadas com o rótulo perseguindo a ponta); dados em CSV largo embutidos, roda por file:// offline, gera section em D3 v7 no tema do Mira. Use SEMPRE que o usuário disser /mira-chart-race, gráfico de corrida, corrida de barras, bar chart race, racing chart, gráfico animado no tempo, dados temporais animados, ranking ao longo do tempo, barras que mudam de posição, linhas crescendo no tempo. Para gráfico estático use /mira-chart; para enquete ao vivo use /mira-survey.
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spinabot Skill XLSXBuild and edit professional Excel (.xlsx) spreadsheets, workbooks, and simple financial models — live formulas, number/date/currency formats, cell styling, conditional formatting, data-validation dropdowns, named ranges, frozen panes, merged cells, multi-sheet. Use when the user asks Brigade to make, fill, update, model, or edit a spreadsheet, workbook, or .xlsx file.
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gulmezeren2-byte Skill Pandas IdiomsVectorised transformations, groupby patterns, and the chained assignment that appears to work until it does not.
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gulmezeren2-byte Skill SQL AnalyticsWindow functions, grain discipline and the join that silently fans out rows — with the row count checked before the number is believed.
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gulmezeren2-byte Skill Excel AutomationRead and write workbooks programmatically: preserving formatting, handling merged cells, and the date serial that silently shifts by a day.
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peterbamuhigire Bundle Research TechniquesUse when a research project needs a specific named technique — mini-analysis, crosswalk matrix, cross-cohort synthesis, gap analysis, reference interview, controlled vocabulary, pain-point taxonomy, search-operator grammar, Google-search API. Companion to research-orchestration; load only the technique the situation demands.
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peterbamuhigire Bundle Mind Mapping And SynthesisUse when a verified corpus or brief must be compressed into a navigable mind map for synthesis, taxonomy, wave planning, or decomposition; use cross-cohort-synthesis for final comparative findings and knowledge-mining for reusable claim assets.
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peterbamuhigire Bundle Python Document GenerationUse when Python must generate downloadable Excel, Word, or PDF artefacts for application users with branding, charts, tables, formulas, and delivery controls; use the format-specific skill when only one document type needs manual production.
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timlai666 Bundle DB EngineeringUniversal database engineering rules covering migration discipline, audit logging, soft delete, performance, and data integrity. This skill MUST be loaded before any database work, and MUST NOT be skipped because a schema change looks small or obvious. Triggers on: 任何資料庫相關工作, 建表, 改 schema, 寫 migration, DB design, database development, 設計資料庫, 改 DB 結構, 加欄位, 加索引, 改 table, SQL, 寫 trigger, 設計 API 的 DB 層, 查詢很慢, N+1, 效能優化, 資料完整性, CASCADE, 外鍵, 新增 table, 刪除資料, backup, 環境分離, dev prod 分開
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timlai666 Bundle Postgrest Baas BuilderBuild services on PostgREST-compatible BaaS (Supabase / InsForge) — RLS, Auth, PostgREST queries, MCP settings. This skill MUST be loaded before writing any RLS policy or PostgREST query, and MUST NOT be skipped because the query looks like ordinary SQL. Triggers on: 用 Supabase / InsForge 做後端, 設計 RLS policy, 寫 PostgREST query, 處理 BaaS Auth, 設定 MCP, 推 Supabase production, 自架 Supabase, InsForge
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timlai666 Bundle Review Scoring DOCXThis skill MUST be used whenever the user has one or more product review files and wants to (1) extract product attributes from the reviews, (2) score each product on those attributes, and (3) export the results into a Word document (.docx). Trigger on requests like 「從評論歸納屬性」、「幫我評分每個產品」、「做成 Word」、「產品屬性分析」、 「評論轉評分表」, or any combination of "reviews → attributes → scores → Word/docx". MUST also be used when the user uploads review files (CSV, JSON, TXT, or similar) and asks for comparative analysis, attribute extraction, or scoring — even without mentioning Maslow or Word explicitly.
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timlai666 Bundle Data Analysis WorkflowThis skill MUST be used when planning or executing a full data analysis workflow, including schema inspection, data quality audit, data cleaning, EDA, relationship analysis, feature engineering, modeling, evaluation, and report generation. MUST trigger on requests like 資料分析流程, EDA 到建模, 數據分析規劃, 分析報告產出, or end-to-end analytics workflow.
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gingiris-1031 Bundle Gingiris Twitter Agent OpsTwitter/X Agent Operations SOP v2 — Rebuilt from real dual-account operations. Real data: • CN account: grew from 1,150 → 3,679 followers (~14 months), 1 tweet/day, OAuth1 direct post • EN account: Buffer API • Real incidents: cron silent-failed for 2 weeks unnoticed, analytics data off by 17×, thread performance worse than single posts What's new in v2: • Step-by-step onboarding (Q1→Q6), multiple choice wherever possible — no big forms • Mandatory daily log after every tweet + weekly report every Monday • Pre-publish safety checklist (agent must pass before posting) • Content pool tracker (used/unused) + alert when ≤3 items remain • Dual-account credential separation (CN: OAuth1 / EN: Buffer API) • MASTER-STATUS.md as the single source of truth — read + write every session 🇨🇳 Twitter/X Agent 运营 SOP v2 — 基于真实双账号运营经验重写。 开局对话式收集 context、强制日报+周报、发推前红线自检、素材库追踪、双账号凭证分离、MASTER-STATUS.md 单一真相来源。 真实数据:中文账号从 1,150 粉增长至 3,679 粉(约14个月),1条/天。 Triggers: "twitter运营" | "推特agent" | "发推SOP" | "AI代运营" | "推文日报" | "素材库" | "Buf
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amplitude Skill Launch MetricsSet up measurement and tracking for product launches, run post-launch retros with data, and build a launch analytics system. Use this skill whenever someone asks to track a launch, set up UTM parameters, measure launch performance, run a launch retro, analyze launch results, or build a dashboard for a product release. Also trigger for "how do we know if the launch worked," "what should we track for this launch," "set up UTMs for the announcement," or any request about measuring or evaluating a product launch. Covers pre-launch tracking setup, UTM conventions, per-tier KPIs, benchmark expectations, and retro frameworks.
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amplitude Skill Instrument PrInstruments a pull request with Amplitude analytics that conform to the project's existing taxonomy. Reads the tracking plan via the Amplitude MCP server (events, properties, naming conventions), analyzes the PR diff to find the few user actions genuinely worth tracking, detects the codebase's SDK and tracking patterns, and adds instrumentation that matches both. Optionally (opt-in) stages new events and properties on an Amplitude tracking-plan branch for data-governance review. Use when asked to "instrument this PR", "add analytics to this change", "add tracking", "add Amplitude events", "instrument this feature", or "what should I track here".
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amplitude Skill Analyze MCP ServerAnalyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce a prioritized write-up of actionable fixes. Use this skill whenever the user asks to understand how their MCP server is being used, what agents/users are trying to do with it, why tool calls are failing, what to fix or improve in their MCP server, or asks for an "MCP usage report", "tool error analysis", "intent analysis", "rationale clustering", or "MCP insights". Also trigger when the user mentions [MCP]-prefixed events, tool rationale, tool call errors, or just finished instrumenting their MCP server and wants to see what the data says. Requires the Amplitude MCP connector.
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 django-orm, analyze-data, review-metrics. 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.