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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kennyzir Bundle Openclaw Skill CreatorTeach your OpenClaw agent new tricks by creating custom skills. Use when you want your agent to do something it can't do yet — like "read my Google Calendar", "send Slack messages", "analyze my CSV files", or "search my company docs". Even if you just say "I wish my agent could do X", this skill helps you build it. No coding experience needed — just describe what you want in plain English.
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posit-dev Bundle Positron CommandsRunning Positron IDE commands: changing the window layout, focusing panes (Console, Variables, Plots, Help, Packages), clearing the console, opening a file or data file in the right editor, discovering interpreters, listing, switching, starting, restarting or interrupting sessions, setting up Python, reading, installing or updating the packages in a session, and running or debugging a web app (Shiny, Flask, Dash, Streamlit, FastAPI, Gradio, marimo). Use when the user wants Positron itself to act, or to know what is installed, rather than to run R or Python code. Triggers: "switch to the data science layout", "show the variables pane", "clear the console", "open data.csv", "what interpreters are available", "switch to my R session", "start a new Python session", "my session is stuck", "is pandas installed?", "install dplyr", "update all my packages", "set up a Python environment", "run my shiny app", "my app URL doesn't load".
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aspectrr Skill ReviewPre-landing PR review. Analyzes diff for SQL safety, race conditions, LLM trust boundary violations, conditional side effects, and structural issues. Auto-fixes obvious issues, asks about complex ones. Use when reviewing code before merge, or when asked for "code review".
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aspectrr Skill Object BuilderFull 3-step workflow for creating workspace objects (SQL → filesystem → verify), CRM patterns for common object types, kanban boards, and the post-mutation checklist.
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aspectrr Skill Duckdb OperationsDuckDB schema initialization, field types reference, auto-generated PIVOT views, and SQL CRUD operations for workspace objects, fields, and entries.
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motormetrics Skill SecuritySecurity auditing for code vulnerabilities (OWASP Top 10, XSS, SQL injection) and dependency scanning (pnpm audit, Snyk). Use when handling user input, adding authentication, before deployments, or resolving CVEs.
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motormetrics Bundle Instrument Product AnalyticsAdd PostHog product analytics events to track user behavior. Use after implementing new features or reviewing PRs to ensure meaningful user actions are captured. Also handles initial PostHog SDK setup if not yet installed.
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alemar11 Bundle PostgresInspect Postgres databases, design or run SQL, and manage migrations through the shipped Postgres CLI.
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ariaxhan Bundle Secure Code ChangesReview or implement code changes with security constraints. Use when touching auth, secrets, credentials, permissions, payments, PII, input validation, SQL queries, file uploads, LLM/prompt features, or when the user asks for a security review. Produces a threat-aware checklist, findings, and fixes.
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awslabs Skill Ehr Data ParsingParse and extract clinical data from HL7v2 messages and FHIR R4 resources using Python. Use when the user mentions HL7v2, HL7, FHIR, PID segment, OBX segment, MSH segment, Patient resource, Observation resource, Condition resource, MedicationRequest, EHR data extraction, clinical message parsing, FHIR bundle, HL7 to FHIR conversion, ADT message, ORU message, lab result extraction, or clinical data quality checks. Triggers include "parse HL7", "extract FHIR", "HL7v2 message", "FHIR resource", "PID segment", "OBX segment", "Patient resource", "Observation resource", "EHR parsing", "clinical data extraction", "HL7 to CSV", "FHIR to DataFrame".
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awslabs Skill PharmacoepidemiologyReason about pharmacoepidemiologic study design for causal inference from real-world data — choosing active comparator new-user designs, emulating target trials, avoiding immortal time bias, handling time-varying confounding with marginal structural models, and selecting propensity score methods. Use when the user asks to design a drug safety or effectiveness study, choose between propensity score matching vs weighting vs stratification, emulate a target trial, handle immortal time bias, apply marginal structural models, assess unmeasured confounding with E-values, select an active comparator, define a new-user cohort, or evaluate a pharmacoepidemiology study design. Triggers include "active comparator", "new-user design", "target trial emulation", "immortal time bias", "propensity score matching", "IPTW", "marginal structural model", "confounding by indication", "E-value", "negative control outcomes", "quantitative bias analysis", "time-varying confounding", "prevalent user bias", "washout period", "landmark
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hubeiqiao Skill Debugging Analytics TrackingDebug analytics tracking that silently fails. Use when: (1) Analytics events fire in console but data doesn't appear in dashboard, (2) sendBeacon requests invisible in Network tab, (3) API returns "Failed to record event" with no details, (4) Database insert fails silently. Covers sendBeacon debugging, schema mismatch diagnosis, and silent failure patterns.
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dalehurley Bundle CSV ToolsParse, query, filter, sort, transform, and summarize CSV and JSON data files. Use this skill when the user asks to view a CSV, filter data, get statistics from a data file, convert CSV to JSON or vice versa, sort data, or analyze tabular data.
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bwkyd Bundle Wps Batch Convert文档批量格式转换。把一个文件夹里的Word全转文本、Excel全导出CSV、 Markdown转Word,支持docx/txt/xlsx/csv/md等格式批量互转,一次搞定。 用于帮助用户批量转换文档格式。当用户提到批量转换、格式转换、导出时触发。 Batch converts documents between formats (docx/pdf/xlsx/csv/md).
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bwkyd Bundle Wps Template Engine文档模板批量填充。在Word模板里写{{姓名}}{{金额}}这样的变量标记, 配合Excel/CSV数据源一键批量生成。支持条件判断、循环、金额大写转换,比邮件合并更强大。 用于帮助用户构建文档模板体系。当用户提到模板、变量、占位符、批量填充时触发。 Document template engine with {{variable}} placeholders and batch rendering.
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bwkyd Bundle Wps Financial Report财务三表生成。自动生成资产负债表、利润表、现金流量表的标准Excel格式, 会计科目帮你列好,合计公式自动写好,还能算毛利率ROE等财务指标。 用于帮助财务人员制作报表。当用户提到财务报表、资产负债表、利润表时触发。 Financial statement generator with balance sheet, income statement, and ratios.
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helloeveryboby Skill Office Suite Expert微软 Office 官方套件全能助手。精通 Word 文档排版、Excel 数据分析与公式、PowerPoint 演示设计、Outlook 邮件管理及 OneNote 笔记整理。当用户需要创建文档、处理表格、制作幻灯片、管理邮件或整理笔记时,应启用此技能。
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futurejj Bundle SQL OptimizerSQL query optimization including EXPLAIN analysis, index strategies, window functions, CTEs, query rewriting, and performance tuning. Trigger when users have slow queries, need help reading EXPLAIN output, want index recommendations, or need to write complex analytical queries with window functions or CTEs.
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qaia-project Bundle Testbook ExportExport the generated test book for human rework and reporting - .feature files as source of truth, a natural-language rendering readable without Gherkin (verified step by step against its source), plus an XLSX and Markdown synthesis with coverage matrix, review order and confidence scores, plus opt-in file-only Xray and TestRail CSV exports (git-master mode, no API key). Use when test cases must leave the repository - handed to a test manager, imported into Xray, TestRail or Jira, reviewed in a spreadsheet, or attached to a release report. Seventh step of the QAIA journey.
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seroneyemmanuel4-afk Skill Forge QueriesFind correctness, injection, overfetching, N+1, pagination, locking, and index-use risks in data access. Use for database, search, analytics, and remote query code.
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seroneyemmanuel4-afk Skill Forge TenancyVerify tenant context propagation and isolation across data, cache, files, jobs, search, analytics, and administration. Use for shared applications serving distinct organizations or customer partitions.
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skills-il Bundle Boi Economic DataFetch and analyze Bank of Israel (BOI) economic data: interest rates, CPI (madad hamchirim), exchange rates (sha'ar yatzig), and CBS statistics. Use when user asks about BOI interest rate, ribit Bank Israel, exchange rates, sha'ar yatzig, CPI index, madad, inflation data, or Israeli economic indicators. Foundation skill for Israeli financial analytics. Provides API access to the BOI SDMX API at edge.boi.gov.il and CBS data. Do NOT use for stock market data (use tase-stock-analysis instead) or for currency conversion (use shekel-currency-converter instead).
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tencentblueking Bundle Database Design设计 BK-CI 数据库表、DDL 脚本、索引、分表或数据归档策略时使用。当用户提到表结构、字段设计、索引优化、SQL 脚本命名、分片、归档迁移时优先使用。
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bkywksj Skill Database OpsTauri 本地数据库操作技能,使用 rusqlite 进行 SQLite 数据库操作。 触发场景: - 需要在桌面应用中持久化数据 - 需要使用 SQLite 数据库 - 需要设计本地数据表结构 - 需要执行 CRUD 数据库操作 触发词:数据库、SQLite、SQL、持久化、存储、表、查询、CRUD、数据
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cosmicstack-labs Skill Database DesignSchema design, normalization, indexing, migrations, and query optimization for SQL and NoSQL
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getsentry Bundle AmplitudeQuery read-only Amplitude product analytics. Use when users ask about active users, product usage, events, segmentation, funnels, conversion, retention, charts, dashboards, experiments, cohorts, taxonomy, session replay, feature flags, guides, surveys, feedback, agent analytics, or individual user activity in Amplitude. Do not use for changing Amplitude charts, dashboards, experiments, cohorts, flags, taxonomy, or project configuration.
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dennydkt Bundle Xb Data调用受用户配置约束:高自动、中先确认、低须明确开启;用户指定其他技能时禁止接管。处理 Excel、SQL、指标口径、数据清洗、对账、异常分析、统计分析、图表和数据结论;把业务问题连接到可复核口径、数据链路和现实决定。触发:$xb-data、帮我看数据、Excel/SQL、指标为什么变了、核对报表、做个图表。
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uipath Bundle Uipath AdminUiPath Admin via `uip admin` — Identity Server (users, groups, robot accounts, external OAuth2 apps, secrets, PATs, SMTP), Authorization (custom roles, role assignments, permission catalog, effective-access check-access PDP), OMS (org read/update, tenant lifecycle, service provisioning, regions, async op polling), IP Restriction (allowlist, enforcement, bypass rules, lockout safety), and Audit via `uip admin audit` (event sources, paginated queries, JSON-folder or CSV export). Troubleshoot access-denied, login failures, role misconfig, IP lockout, PAT/app auth. Owns ALL org/tenant/identity audit — use `uip admin audit`, NOT `uip or audit-logs`, for any audit logs / audit trail / audit events / export / login history / who-did-what request. Orchestrator-specific roles/permissions/folders/jobs→uipath-platform. RPA workflows→uipath-rpa.
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uipath Bundle Uipath Process MiningUiPath Process Mining via `uip pm` — build and operate a process app end-to-end from a CSV / event log: templates, data mapping, upload, ingest, the dbt (Snowflake) transformation layer, publish, and query it (metrics, percentiles, RCA). Covers `uipath.custom`, the `Cases.sql` optional-column gotcha, Case-linked data-model tables (add-table + re-ingest), the apply-not-reingest fix loop, fixing a wrong mapping in place via `apps data-mapping get|update` (no app rebuild), and editing the app model via `apps model fields` — a field's data kind / calculated fields, including the numeric→duration mismatch that locks dashboards open. For Orchestrator/Data Fabric/Integration Service→uipath-platform. For `.flow`/Maestro→uipath-maestro-flow. For IXP→uipath-ixp.
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zoho Bundle Recovery StrategyApply the recovery decision matrix to a normalized recovery cohort and produce per-record action recommendations (human_outreach, email_with_discount, email_reminder, email_sequence, accept). Run after the cohort is built. Pure rule evaluation — deterministic, zero LLM tokens, re-runnable whenever the YAML changes.
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zoho Bundle Offer RecommenderApply the retention decision matrix to a classified cohort and produce per-subscription recommendations (discount, pause, downgrade, human_triage, standard_offer, accept). Run after cancel reasons are classified.
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zoho Skill Dunning Action PlannerTakes a scored dunning cohort (from dunning-cohort-builder) and applies error-code playbooks to produce three outputs: (1) a prioritised action list per subscription, (2) an error-code segment summary table, and (3) playbook reference cards grouped by error code. Propose-only — all recommendations require human approval. Use after dunning-cohort-builder has run, or when the user asks for a recommended action plan for at-risk subscriptions.
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zoho Skill Churn Cohort BuilderBuild the retention cohort — at-risk (non-renewing) or recently churned subscriptions normalized with cancel reason, LTV, LTD, plan, and MRR. Use for any request to pull cohort data before a retention run.
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zoho Skill Recovery Cohort BuilderBuild the recovery cohort by fetching the last 7 days of lost opportunities and abandoned carts from Zoho Billing. Normalizes both sources into a unified JSON array sorted by lost_value DESC — lost opportunities first (higher intent), then abandoned carts. Use this skill whenever you need to pull fresh data before a recovery run, or any time someone asks "what leads or carts did we lose this week?", "show me what we need to recover", or "build the recovery list".
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zoho Bundle Cancel Reason ClassifierClassify free-text cancel reasons into canonical buckets (price, feature_gap, temporary, quality, business_end, duplicate_account, unknown) using the YAML taxonomy. Run after cohort is built, before the strategy engine.
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kiku-jw Bundle SpreadsheetCreate, edit, analyze, or format spreadsheets (`.xlsx`, `.csv`, `.tsv`) with `openpyxl` and `pandas`, especially when formulas, references, and formatting must survive the change. Use when spreadsheet integrity matters more than ad hoc CSV hacking.
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 dunning-action-planner, OpenClaw Skill Creator, positron-commands. 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.