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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rulebase-co Skill Cx Attrition Early WarningUse to identify attrition risk from operational signals — occupancy, schedule instability, QA volatility — within ethical bounds, and turn findings into retention design rather than surveillance theatre. Trigger for "attrition risk", "who might leave", "early warning on leavers", "retention signals", "schedule driving quit rates", agent churn analysis, or reviewing whether your people analytics cross a line.
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rulebase-co Skill Cx Warehouse ModelingUse to model support conversation data for a warehouse so metrics are computed once and agree with each other, with the grain of every table stated. Trigger for "model our support data in the warehouse", "build dbt models for tickets", "our support metrics disagree between dashboards", conversation fact tables, ticket grain, or designing a semantic layer over helpdesk data.
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rulebase-co Bundle Cx Conversation SchemaUse to define or validate a normalised cross-platform schema for support conversations, so analyses work the same across Zendesk, Intercom, Freshdesk, Five9 and others. Trigger for "normalise our support data", "unify conversations from multiple helpdesks", "validate our conversation export", building a support data warehouse or CX data model, migrating between helpdesks, or checking whether an export is safe to analyse.
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doccker Bundle API Design Safety 3当设计或修改 REST API 响应结构、处理 API 返回值,或生成 Excel/CSV/PDF/对账文件等下游产物时触发。防止 API 设计缺陷导致的字段错位、类型歧义,以及生成产物时关键字段缺失但静默成功的问题。
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doccker Bundle Streaming Export Safety 3当代码涉及 Excel/CSV/JSON/PDF 大文件导出、批量序列化、内存里构建大对象时触发。防止 OOM、临时文件残留、同步导出阻塞 HTTP 线程等内存安全陷阱。
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tinh2 Skill Gdpr 2GDPR and CCPA/CPRA privacy compliance audit for codebases. Inventories PII fields (email, phone, SSN, IP, device ID, geolocation, biometrics, behavioral data), maps data collection points (forms, APIs, cookies, analytics, error tracking), audits consent mechanisms (cookie banners, opt-in.
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tinh2 Skill Hr Ops 2Analyze an HR operations system for headcount planning effectiveness, attrition pattern detection, compensation benchmarking accuracy, workforce analytics maturity, and onboarding process optimization..
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tinh2 Skill Secure 2Full-stack security posture assessment with 0-100 risk scoring. Scans dependency vulnerabilities (npm audit, pip-audit, cargo audit, govulncheck), dangerous code patterns (SQL injection, eval, command injection, ReDoS, innerHTML, XSS vectors), authentication gaps (missing auth middleware.
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rajanthar Skill Data Throughput AcceleratorUse when large data ingestion, backfill, export, ETL, warehouse loading, manifest catch-up, or table synchronization needs to become much faster while preserving data correctness.
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lap-platform Bundle Amazon Simple Storage ServiceAmazon Simple Storage Service API skill. Use when working with Amazon Simple Storage Service for {Bucket}, {Bucket}?session, {Bucket}?analytics. Covers 99 endpoints.
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infometa Bundle Auth Code Developer权限中台鉴权代码开发。包含完整的鉴权规范与代码实现指南:权限项命名规范、 四层权限控制体系(P1菜单权限、P2按钮权限、P3接口守卫、P4数据维度)、 后端鉴权 API 调用规范、数据维度字段映射与 SQL 生成规范、 前后端职责分离原则、三环境降级(本地/测试/生产)切换、代码生成标记规范、 菜单权限项管理模块生成(将权限项推送到权限中台)。 当用户提到"权限"、"控权"、"鉴权"、"授权"、"权限控制"、"权限管理"、 "加权限"、"做权限控制"、"接入权限"、"给项目加权限"、 "对接权限中台"、"集成权限"、"搞个权限管理"、"权限怎么做"、"怎么加权限"、 "接口要加权限"、"没权限不让调接口"、"后端校验权限"、"接口需要鉴权"、"加个接口拦截"、 "没权限的菜单不要显示"、"按钮要根据权限显示"、"菜单显隐控制"、"没权限的按钮隐藏"、 "不同人看到的数据不一样"、"只能看自己部门的数据"、"按部门过滤数据"、"数据权限隔离"、 "按组织过滤"、"不同角色看到的数据不同"、"上级能看下级的数据"、 "推送权限项"、"同步权限到中台"、"生成权限管理页面"、"注册菜单权限"、 "怎么判断用户有没有权限"、"这个功能需不需要加权限"、"新加了个页面要配权限"、 "写鉴权代码"、"集成权限控制"、"添加控权逻辑"、"推送权限项"、"菜单权限项管理"时使用。
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infometa Skill Tencent Docs Sheetagent处理 Excel/xlsx/xls/csv 表格文件的读写、查询、数据分析、公式构造、 图表生成、透视表、行列增删、合并/排序/筛选、格式设置、清洗整理等一切表格操作。 当用户上传、引用或需要创建/编辑/分析任何 .xlsx/.xls/.csv 表格文件时使用。 提供比 openpyxl 更强大的表格处理能力,支持复杂数据分析和可视化。
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specterops Bundle Go ReviewPerforms security review of arbitrary Go packages, including libraries, frameworks, CLIs, HTTP and gRPC services, and backend applications. Covers authentication and authorization, request parsing, SSRF, SQL and command injection, templates and filesystems, crypto/session handling, concurrency, and unsafe/cgo edges.
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specterops Bundle Timeline GhostwriterParse Ghostwriter oplog CSV exports into timeline entries.
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pedroiff0 Bundle Document ExportsGenerate and TEST downloadable document exports (PDF/CSV) from a Node/Express backend — pdfkit streaming, CSV BOM, cents formatting, and the supertest/pdfkit pitfalls that silently break tests.
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pedroiff0 Skill XLSX Data WranglingQuery, validate, clean, and manipulate Excel (.xlsx/.xls) spreadsheets programmatically without GUI using pandas, openpyxl, and polars.
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iapro-community Skill Skill Unified AnalyticsUse for SaaS/product analytics architecture, event taxonomy, telemetry instrumentation, funnels, admin dashboards, billing metrics, activation, retention, attribution, privacy guardrails, observability, and cross-provider reporting.
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williamzujkowski Bundle Database Optimization AnalyzerOptimize SQL and NoSQL databases with schema design, query performance tuning, and indexing strategies.
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felvieira Skill Data AnalyticsSkill para definicao de eventos, naming de tracking, funis, metricas de produto e instrumentacao analitica. Use quando precisar medir valor entregue, ativacao, conversao, retencao e comportamento do usuario. Trigger em: "tracking", "analytics", "eventos de produto", "funil de conversao", "instrumentar evento", "metrica de produto", "ativacao", "retencao", "naming de evento", "tracking plan", "data analytics", "PostHog", "Amplitude", "Mixpanel".
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lyndonkl Bundle Financial Unit Economics 2Assess CAC, LTV, contribution margin and cohort payback.
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plurigrid Bundle Dune Analytics 2Query Dune Analytics API for blockchain data, pyUSD flows, stablecoin metrics, and on-chain analytics. Use when analyzing DeFi protocols, token flows, or building dashboards.
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bkjohn2018 Skill Data ProfilingProfiles datasets to establish structural fitness — structure, completeness, uniqueness, distributions, and anomalies — as a prerequisite gate, not an analytical finding in itself. Per Tukey's original framing (Bruce, Bruce & Gedeck, *Practical Statistics for Data Scientists*), exploratory data analysis presupposes data already "processed and manipulated into a structured form"; this skill is what establishes that, for either a data engineering build or an analytics project — it is not EDA itself. Use when onboarding a new table, validating source readiness, or when users ask for a data profile.
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bkjohn2018 Skill Build Governance BundleOrchestrates a complete governance package across multiple writing, data governance, and analytics skills. Use when users ask for an end-to-end governance bundle for a domain such as AP, AR, CM, or GL analytics.
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bkjohn2018 Skill Internal Control DesignDesigns and reviews internal controls for finance, reporting, compliance, data governance, analytics, and operational processes using COSO-style internal control concepts. Use when mapping risks to controls, assessing control completeness across control environment, risk assessment, control activities, information and communication, and monitoring, or defining control owner, performer, reviewer, frequency, evidence, deficiency, and remediation requirements. Use data-security-and-privacy-controls for NIST-style security/privacy controls and data-quality-controls for data correctness monitoring.
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bkjohn2018 Skill Data Coe Operating ModelDesigns a data management or analytics Center of Excellence operating model with charter, services, roles, intake, advisory reviews, standards, enablement, community practices, metrics, and continuous improvement. Use when creating or maturing a Data CoE, governance CoE, analytics CoE, or data management shared service.
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bkjohn2018 Skill Reconciliation AnalyticsPerforms reconciliation analysis between systems, ledgers, and reports to identify breaks, root causes, and corrective actions. Use when validating financial consistency across sources.
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bkjohn2018 Skill Business Glossary ManagementDefines and maintains governed business terms, canonical metric language, and approved synonyms across domains. Use when creating or updating a business glossary, resolving terminology conflicts, or standardizing definitions used in analytics, finance, and governance artifacts.
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bkjohn2018 Skill Question Driven Data ProjectsFrames analytics work around business questions, strategic objectives, available data realities, and decision value. Use when defining analysis scope, shaping data projects, or when users ask to start with the right questions before selecting methods, models, or AI.
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bkjohn2018 Bundle Finance Documentation LifecycleControls the lifecycle of finance and accounting documentation after or alongside content authoring: intake, metadata, review, approval, publishing, access, version control, retention, revision, retirement, and audit evidence. Use when users need ISO 9001:2015 clause 7.5-aligned document governance for SOPs, control procedures, reconciliation guides, reporting documentation, data definitions, analytics documentation, or work instructions. For drafting the document content itself, use the more specific SOP, procedure, policy, glossary, metadata, metric, dashboard, or analytics skills first.
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bkjohn2018 Skill Dashboard Information ArchitectureDesigns page hierarchy, navigation, section structure, and drill paths for analytics webspaces and operational dashboards. Use when translating dashboard requirements into page architecture, app shell design, or drill-down flows.
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felvieira Skill Closed Loop RevenueFecha o loop entre clique pago, evento, venda real e margem — a cadeia de identidade (GCLID/UTM/transaction_id/CRM) que faz o dado de aquisicao bater com o financeiro. Use ao instrumentar um funil que gera receita, ao descobrir que analytics e backend discordam, ao decidir se uma campanha da lucro (nao so ROAS), ou ao enviar conversao offline / valor de lead de volta pra plataforma. Trigger em: "GCLID", "UTM", "conversao offline", "enhanced conversions", "measurement plan", "plano de medicao", "reconciliacao", "analytics nao bate", "receita nao bate", "duplicou conversao", "margem de contribuicao", "break-even ROAS", "ROAS de equilibrio", "value-based bidding", "smart bidding", "target ROAS", "qualidade de lead", "lead nao vira venda", "consent mode", "closed loop", "atribuicao".
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dirtytrii Bundle Test Case Report BuilderCreate or update project test-case assets and test reports. Use when Codex is asked to generate test cases in Excel, produce a Word/DOCX test report, summarize automated test execution, turn repository tests into a formal testing artifact, or沉淀/复用 a project testing documentation workflow.
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jdsadminllc Bundle IndustrialFactory/warehouse, exposed structure, metal, concrete, raw.
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fworks-tech Skill Postgres 2Use when querying, managing, or debugging PostgreSQL databases — schema design, query optimization, migrations, indexing, and connection pooling. Use ONLY when the task involves PostgreSQL specifically, not general SQL.
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2428424081cn Bundle CSV Parse把 CSV 文本解析成结构化表格(headers + rows),支持引号转义。
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2428424081cn Bundle CSV Stats对表格数据做基础统计:行数、列名、数值列均值。依赖 csv-parse 提供表格输入。
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 cx-attrition-early-warning, cx-warehouse-modeling, cx-conversation-schema. 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.