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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serejaris Bundle Fund Risk Analyzer 2ETF多维对比工具:基于用户提供的净值CSV数据,自动计算并对比多只ETF或基金的年化收益率、最大回撤、夏普比率,并生成相关性矩阵图表。当用户需要对比基金风险收益、计算年化收益/最大回撤/夏普比率、进行相关性分析,或提到关键词如ETF对比、净值分析、风险收益、波动率、Sharpe Ratio、max drawdown时触发。
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serejaris Bundle Regression Insight 2对 CSV/Excel 数据执行线性回归(OLS)或逻辑回归(Logistic),一键输出完整统计结果(包含回归系数、R²、p值、VIF等)和中文通俗解读。当用户提及回归分析、拟合模型、查看系数显著性、R方、p值、共线性(VIF),或使用关键词如 回归、regression、OLS、logit、拟合、显著性 时触发。
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serejaris Bundle Dataset Health Audit 2执行数据质量检查,对CSV/Excel/TSV/JSON等表格数据进行12个维度的全面审计,输出质量评分、问题详情和修复建议。当用户需要进行数据质量检测、查看缺失值、重复行、异常值、格式问题、类型混淆,或提及数据质量、质检、数据清洗前检查、异常值检测、格式校验、空值、数据健康度、质量评分等关键词时触发。
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yogsoth-ai Bundle Study Design Tool Gate 2Classify a paper's study design (RCT, cohort, case-control, diagnostic-accuracy, systematic-review, animal-study, prediction-model, etc., or not_applicable) and dispatch to the correct downstream bias-risk/quality/reporting tool and specific variant (CASP has 8 variants, JBI ~6, RoB2 has parallel/cluster/crossover versions). Use this as the mandatory first step before running ANY of CASP, JBI, AMSTAR-2, NOS, RoB2, ROBINS-I, QUADAS-2, CONSORT, STROBE, ARRIVE, SPIRIT, TRIPOD, or engineering-config-grading — these tools are all study-design-conditional and picking the wrong variant produces meaningless results. It is entirely correct and common for this gate to determine that none of these medically-descended tools applies (e.g. most CS/ML papers) — that is a valid, complete answer, not a failure.
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idocohen560 Skill Team Live Ops 2Orchestrate the live-ops team for post-launch content planning: coordinates live-ops-designer, economy-designer, analytics-engineer, community-manager, writer, and narrative-director to design and plan a season, event, or live content update.
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drmoisan Skill Parallel Add 2Admit one new item into a running parallel run — preparation via a preparation-mode child orchestrator run, conflict-edge computation against all items including in-flight ones, and the admission decision that either places the item in the current cohort or defers it and recolors the unstarted subgraph. Appends exactly one mutations[] entry. In-flight items are never moved.
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drmoisan Skill Parallel Plan 2Prepare a set of thematically unrelated items for concurrent execution before any execution begins - item intake over issue numbers and potential-entry paths, concurrent preparation-mode child orchestrator delegations, blast-radius computation and V1-V3 validation, cohort seeding with a recomputation-parity check, run-manifest and planner-checkpoint authoring, and the parallel-orchestrator kickoff artifact.
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drmoisan Skill Parallel Orchestrate 2Execute a prepared parallel run for the parallel-orchestrator agent — cohort scheduling under a max_concurrency cap, per-item fan-out onto isolated worktrees branched from origin/main, per-item merge to main after durably confirming CI green, worktree cleanup, and the generated parallel-status.md projection. There is no integration branch and no final integration pull request.
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gabeujin Skill SQL Code Review 2Universal SQL code review assistant that performs comprehensive security, maintainability, and code quality analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Focuses on SQL injection prevention, access control, code standards, and anti-pattern detection. Complements SQL optimization prompt for complete development coverage.
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gabeujin Skill SQL Optimization 2Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Provides execution plan analysis, pagination optimization, batch operations, and performance monitoring guidance.
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gabeujin Skill Copilot CLI Quickstart 2Use this skill when someone wants to learn GitHub Copilot CLI from scratch. Offers interactive step-by-step tutorials with separate Developer and Non-Developer tracks, plus on-demand Q&A. Just say "start tutorial" or ask a question! Note: This skill targets GitHub Copilot CLI specifically and uses CLI-specific tools (ask_user, sql, fetch_copilot_cli_documentation).
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the-utopia-studio Skill Monitoring Setup 2Configures error tracking (Sentry), product analytics (PostHog), health monitoring, and alerting. Provides verification commands and concrete output templates. Use when the user asks to "set up monitoring", "add error tracking", "configure Sentry", "add analytics", or "set up alerts". Don't use for deployment (use deployment-engineer), security (use security-auditor), or integration linking (use integration-linker).
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the-utopia-studio Bundle Ib Pitch Deck 2Populates investment banking pitch deck templates with data from source files. Use when: user provides a PowerPoint template to fill in, user has source data (Excel/CSV) to populate into slides, user mentions populating or filling a pitch deck template, or user needs to transfer data into existing slide layouts. Not for creating presentations from scratch.
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markus41 Skill Dashboard Embedder 2Design embedded analytics integration specifications for embedding Power BI dashboards in SharePoint pages, Power Apps, Teams tabs, and custom web portals.
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markus41 Skill Transform Builder 2Design ETL transformation rules for field mapping, data cleansing, and format conversion to move data from source to destination systems with different data structures.
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boshi-xixixi Skill Migrating Oracle To Postgres Stored Procedures 2Migrates Oracle PL/SQL stored procedures to PostgreSQL PL/pgSQL. Translates Oracle-specific syntax, preserves method signatures and type-anchored parameters, leverages orafce where appropriate, and applies COLLATE "C" for Oracle-compatible text sorting. Use when converting Oracle stored procedures or functions to PostgreSQL equivalents during a database migration.
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lvtd-llc Bundle Go CLI SQL Storage 2Design, implement, test, and ship SQL-backed persistence for Go CLIs using database/sql, explicit pool ownership, bounded startup checks, embedded migrations, transaction boundaries, parameterized queries, adapter error mapping, Scanner and Valuer types, SQLite or server databases, and real-driver integration tests. Use when a Go command stores durable state in SQL, initializes a local database, applies schema changes, or needs safe repository and transaction behavior.
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lvtd-llc Bundle Linkedin Post Experimentation 2Plan, measure, and iterate LinkedIn content experiments using post hypotheses, format tests, analytics, comments, and learning loops. Use when comparing LinkedIn hooks, formats, topics, hashtags, posting cadence, newsletters, documents, videos, or content performance data.
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henriquescastilho Bundle Detecting Anomalous Authentication Patterns 2Detects anomalous authentication patterns using UEBA analytics, statistical baselines, and machine learning models to identify impossible travel, credential stuffing, brute force, password spraying, and compromised account behaviors across authentication logs. Activates for requests involving authentication anomaly detection, login behavior analysis, UEBA implementation, or suspicious sign-in investigation.
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henriquescastilho Bundle Clinical Decision Support 2Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.
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legioncodeinc Bundle Code Forensics Stinger 2Forensic investigation methodology for software-development and agency-services engagements where a client has been overcharged, defrauded, or materially injured by a vendor and possesses a paper trail (invoices, emails, git repo, audit reports). Produces an 11-deliverable evidence packet — master forensic report, agency-services subreport, attorney legal memo, plain-language client report, 51-tab invoice spreadsheet, and a 6-document pre-litigation pack. Trigger whenever the user describes the pattern of paid $100k+ for a half-working product, monthly maintenance retainer with little or no git activity, hosting double-billing, virtual-assistant or social-media charges without delivery, or any sibling pattern. Defendant-agnostic — see defendant-profile-template for plugging in case-specific corporate context. Calibrated against the Example Booking Co. matter ($202K documented spend, $183K-$381K damages range).
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eturkes Bundle Dask 2Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas code. For out-of-core analytics on single machine use vaex; for in-memory speed use polars.
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eturkes Bundle Vaex 2Use 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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eturkes Bundle Flowio 2Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to CSV/DataFrame, for flow cytometry data preprocessing.
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eturkes Bundle Polars 2High-performance DataFrame library for Python ETL, analytics, and pandas migration. Use for expression-based data manipulation with lazy query optimization, parallel execution, streaming out-of-core processing, Arrow interoperability, and optional GPU execution.
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eturkes Bundle Seaborn 2Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly; for publication styling use scientific-visualization.
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eturkes Bundle Parallel Web 2All-in-one web toolkit powered by parallel-cli, with a strong emphasis on academic and scientific sources. Use this skill whenever the user needs to search the web, fetch/extract URL content, enrich data with web-sourced fields, or run deep research reports. Covers: web search (fast lookups, research, current info — prioritizing peer-reviewed papers, preprints, and scholarly databases), URL extraction (fetching pages, articles, academic PDFs), bulk data enrichment (adding fields to CSV/lists from the web), and deep research (exhaustive multi-source reports grounded in academic literature). Also handles setup, status checks, and result retrieval. Use this skill for ANY web-related task — even if the user doesn't mention 'parallel' or 'web' explicitly. If they want to look something up, fetch a page, enrich a dataset, investigate a topic, find academic papers, check citations, or review scientific literature, this is the skill to use.
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eturkes Bundle Torch Geometric 2PyTorch Geometric (PyG) for graph neural networks — node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous graphs, neighbor sampling, and custom datasets. Use when working with torch_geometric, not for general NetworkX analytics or non-graph PyTorch models.
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legioncodeinc Bundle Competitive Research Stinger 2Builds an XLSX competitor-landscape workbook and a brand-matched PDF report from scratch: research sweep, category taxonomy, feature-gap analysis, computed market-pattern insights, and sales battlecards. Invoke on phrases like build a competitor comparison spreadsheet, research our competitors, make a battlecard deck, competitive landscape report, or feature gap analysis against competitors.
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agentik-os Bundle Habit Tracker Os 3Operate a conversation-first, LLM-assisted habit system for creating good habits, reducing unwanted habits, running daily check-ins, handling urges and lapses, producing adaptive reviews and visual progress reports, and integrating habits with Mindset {OS}, Life {OS}, or Omega {OS}. Use for habit setup, routine design, accountability, morning/evening check-ins, “I did it/I missed/I’m tempted” messages, weekly or monthly reviews, recovery seasons, behavior experiments, habit analytics, and durable tracking from natural-language conversations.
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eturkes Bundle Benchling Integration 2Benchling Python SDK and REST API integration for registry entities, inventory, ELN entries, workflows, Benchling Apps, and Data Warehouse queries. Use when automating lab data with benchling-sdk or the v2 API.
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naveedharri Bundle Baalda Guide 2Answer any question about Baalda (the team second-brain app at baalda.com) in plain, non-technical language — what it is, what it can and cannot do, which file formats it supports (Markdown, images, PDF, DOCX, XLSX, code files), how sync, offline, sharing, permissions, version history, AI/MCP, pricing, platforms and self-hosting work. Use this whenever someone asks "does Baalda…", "can Baalda…", "how does Baalda…", compares it with Obsidian/Notion/Logseq, or asks what happens to a file type in a vault, even if they do not say the word Baalda but are clearly asking about this product's features.
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naveedharri Bundle Lead Generation 2Source, qualify, enrich, and research a B2B lead list from an Ideal Customer Profile, end to end. Use this skill whenever the user wants to "find leads", "source prospects", "build a lead list", "get me leads for [ICP]", "scrape leads", "find companies that match", "build a prospect list", "/lead-gen", or describes who they sell to and wants a contactable, qualified list back. It picks the right data source for the ICP (Google Maps for local businesses, Sales Navigator or LinkedIn scrapers for B2B roles, a prospecting database otherwise), confirms the tools are connected, sources at the right volume, qualifies every lead with parallel subagents, enriches and verifies contact data (email + phone), runs deep per-lead research, and delivers a clean CSV or Google Sheet. Trigger it even when the user does not name a tool, as long as they want leads that match a profile. The output feeds the `outreach` skill.
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naveedharri Skill Email Personalization 2Write hyper-personalized cold email icebreakers for B2B leads using their company intelligence and LinkedIn data. Use this skill whenever the user says "write icebreakers", "personalize emails", "email personalization", "cold email first lines", "write opening lines", "personalize outreach", "create email openers", or has enriched leads and wants to write the first line of a cold email for each. Also trigger when the user has a CSV with lead intelligence columns and wants to generate personalized outreach copy. This skill produces icebreakers that sound human, reference real observations, and tie back to the user's product/service.
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naveedharri Bundle Lead Research Assistant 2B2B lead generation and research assistant. Use when asked to find leads, build a prospect list, research companies, find LinkedIn contacts, do lead generation, create an ICP, B2B prospecting, company research, LinkedIn scraping, find decision-makers, build a sales list, lead scoring, or export leads to CSV.
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is-bo Skill Forge Tenancy 4Verify tenant context propagation and isolation across data, cache, files, jobs, search, analytics, and administration.
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 fund-risk-analyzer, regression-insight, dataset-health-audit. 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.