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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majiayu000 Bundle Cohort Access RequestHelp with access to cohort materials and recordings. Use when a customer cannot find or access cohort content, workshop materials, or live session recordings.
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majiayu000 Bundle Complex Excel BuilderComprehensive toolkit for creating multi-tab Excel workbooks for startups and scale-ups. Use this skill when building financial models, operational dashboards, board reports, or analytics workbooks that require data organization, complex calculations, pivot tables, visualizations, and documentation across multiple interconnected sheets. Specialized for startup metrics (ARR, MRR, CAC, LTV), board-level reporting, and data-driven decision making.
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majiayu000 Bundle Dbt Migration VerticaConvert Vertica DDL to dbt models compatible with Snowflake. This skill should be used when converting views, tables, or stored procedures from Vertica to dbt code, generating schema.yml files with tests and documentation, or migrating Vertica SQL to follow dbt best practices.
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majiayu000 Bundle Debugging Orm QueriesConverts ORM calls to raw SQL and analyzes query performance. Detects N+1 queries, missing indexes, and other anti-patterns. Use when debugging slow queries, tracing ORM-generated SQL, or optimizing database performance for Sequelize, Prisma, TypeORM (Node.js), GORM, sqlc, sqlx, ent (Go), or SQLAlchemy, Django ORM, Peewee (Python).
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majiayu000 Bundle Fever Sync SpecialistSync and integrate Fever Partners API for plans, reviews, attendees, and venues. Use when implementing Fever data sync, debugging API issues, or building review/analytics features.
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majiayu000 Bundle Frappe Syntax ReportsUse when building Query Reports, Script Reports, or configuring Report Builder, including chart data integration. Prevents report errors from wrong column definitions, missing permissions, and incorrect data formatting. Covers Query Report (SQL-based), Script Report (Python-based), Report Builder, report columns definition, filters, chart_data, report permissions, prepared_report. Keywords: Query Report, Script Report, Report Builder, report columns, filters, chart_data, frappe.query_report, prepared_report.
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majiayu000 Bundle Historic SQL PatternsIdentify recurring cross-table historic-SQL analytical intents from a bounded pattern shard and emit typed pattern evidence for deterministic wiki projection.
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majiayu000 Bundle Hugging Face DatasetsAutomate Hugging Face dataset lifecycle: create repos, configure schemas, stream row uploads with template validation, and query/transform any Hub dataset using DuckDB SQL via the hf:// protocol. Includes dataset_manager.py for CRUD operations and sql_manager.py for SQL-based exploration, filtering, joining, and exporting. Scripts use PEP 723 inline deps and run with uv.
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majiayu000 Bundle Motherduck Duckdb SQLDuckDB SQL reference for MotherDuck. Use when you need exact DuckDB syntax, function behavior, supported MotherDuck SQL features, or to resolve whether PostgreSQL-oriented SQL will fail on MotherDuck.
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majiayu000 Bundle Motherduck Model DataDesign and build database schemas and data models in MotherDuck. Produces a file-based project scaffold. Use when creating tables, choosing data types, defining relationships, or restructuring data for analytics workloads.
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majiayu000 Bundle Financial Data VisualizationPatterns for building dark-themed financial charts and data visualizations. Covers chart theming, color scales for gains/losses, and real-time data display. Use when building trading dashboards or financial analytics. Triggers on chart theme, data visualization, financial chart, dark theme, gains losses, trading UI.
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majiayu000 Bundle Julien MCP Excel Win32comInstall Excel MCP via win32com (Windows). Use when user needs native Excel automation on Windows.
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majiayu000 Bundle Working With SpreadsheetsCreates and edits Excel spreadsheets with formulas, formatting, and financial modeling standards. Use when working with .xlsx files, financial models, data analysis, or formula-heavy spreadsheets. Covers formula recalculation, color coding standards, and common pitfalls.
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majiayu000 Bundle Frappe Errors ServerscriptsUse when debugging or preventing errors in Frappe Server Scripts. Prevents ImportError (the #1 error), NameError for restricted builtins, sandbox violations, doc_events not firing, wrong script type selection, SQL injection, permission denied in scheduled scripts, infinite loops, and API scripts not returning JSON. Covers error message mapping table. Keywords: server script error, ImportError, NameError, sandbox, restricted, frappe.throw, doc_events, scheduler, API script, SQL injection.
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majiayu000 Bundle API Analytics Posthog AnalyticsPostHog event tracking, user identification, group analytics for B2B, GDPR consent patterns. Use when implementing product analytics, tracking user behavior, setting up funnels, or configuring privacy-compliant tracking.
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majiayu000 Bundle Axiom GrdbUse when writing raw SQL queries with GRDB, complex joins, ValueObservation for reactive queries, DatabaseMigrator patterns, query profiling under performance pressure, or dropping down from SQLiteData for performance - direct SQLite access for iOS/macOS
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majiayu000 Bundle Fabric Dataflows Perf RemediationDiagnose and resolve Microsoft Fabric Dataflow Gen2 performance issues including slow refresh times, Fast Copy optimization, query folding failures, staging bottlenecks, gateway latency, incremental refresh tuning, capacity throttling, and data destination write performance. Use when troubleshooting dataflow refresh failures, optimizing Dataflow Gen2 execution time, debugging Power Query mashup engine performance, resolving staging Lakehouse or Warehouse compute issues, configuring Fast Copy connectors, fixing insufficient permissions errors, monitoring dataflow refresh history, or automating dataflow health checks via REST API and PowerShell.
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majiayu000 Bundle Fabric Lakehouse Perf RemediateDiagnose and resolve Microsoft Fabric Lakehouse performance issues including slow Spark queries, small file problems, Delta table fragmentation, V-Order configuration, table maintenance (OPTIMIZE, VACUUM, Z-Order), SQL analytics endpoint tuning, Direct Lake performance, resource profile selection, autotune configuration, capacity throttling, and streaming ingestion optimization. Use when asked to troubleshoot Fabric Lakehouse slowness, optimize Delta tables, fix small file problems, configure Spark settings, run table maintenance, or improve query performance in notebooks or pipelines.
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majiayu000 Bundle QueryExecute DuckDB SQL queries against MotherDuck databases. Use when running analytics, aggregations, transformations, or any SQL operation. Covers query best practices, CTEs, window functions, QUALIFY, and performance optimization.
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majiayu000 Bundle Recruitment Fake Data GeneratorThis skill should be used when users need to generate realistic fake/test data for recruitment systems including clients, candidates, jobs, and placements. Generates UK-focused CSV data matching ProActive People's business model with customizable record counts and industry sectors.
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majiayu000 Bundle Reduce Unoptimized Query OracleReduce an unoptimized-query-oracle test failure log to the simplest possible reproduction case. Use when you have unoptimized-query-oracle*.log files from a failed roachtest and need to find the minimal SQL to reproduce the bug.
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majiayu000 Bundle Bulk Operations PatternsBulk data operations with Excel import/export, batch processing, and validation for ABP Framework. Use when: (1) implementing bulk import/update from Excel/CSV, (2) batch processing with progress tracking, (3) file upload with validation, (4) bulk database operations with InsertManyAsync/UpdateManyAsync.
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majiayu000 Bundle Liquiditaetsvorschau 3wochenDrei-Wochen-Liquiditaetsvorschau nach § 17 InsO mit Wochenraster, Excel-Export, Quote/Luecken-Ampel und Dokumentation. Rechtsprechung nur nach Live-Pruefung.
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majiayu000 Bundle Workers ObservabilityCloudflare Workers observability with logging, Analytics Engine, Tail Workers, metrics, and alerting. Use for monitoring, debugging, tracing, or encountering log parsing, metric aggregation, alert configuration errors.
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majiayu000 Bundle Fabric Data Agent Perf RemediateDiagnose and resolve Microsoft Fabric Data Agent performance issues including slow query generation, capacity throttling (HTTP 430), Spark session startup delays, KQL/SQL/DAX query timeouts, data source misconfiguration, example query validation failures, resource profile tuning, VOrder optimization, autotune settings, and Lakehouse table maintenance. Use when asked to troubleshoot Fabric Data Agent response times, fix agent query accuracy, debug Operations Agent playbook performance, resolve capacity SKU limits, optimize Spark compute for agents, or diagnose Data Agent data source connection issues.
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majiayu000 Bundle Generate Candidate Summary SkillGenerate a markdown summary report from candidate_profile.csv with statistics and insights
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majiayu000 Bundle JSON And CSV Data TransformationTransform data between JSON, CSV, and other formats with filtering, mapping, and flattening. Use when: (1) Converting API responses to CSV, (2) Processing data pipelines, (3) Extracting specific fields, or (4) Flattening nested structures.
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majiayu000 Bundle Notebook Kiss Builder Verifier Pixi DuckdbCreate/refactor Jupyter notebooks for AI-agent workflows with per-directory Pixi kernels (pixi.toml), narrative-first KISS structure (markdown above every code cell), robust data loading (DuckDB + TSV/Parquet), beautiful plots, and strict "run-all-cells" validation before reporting completion.
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majiayu000 Bundle Prisma Migration ReviewerReview Prisma SQL migration files for risks before production deployment. Use when asked to review a migration, check migration safety, analyze schema changes, or audit Prisma migrations before deploying.
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majiayu000 Bundle Mem本地知识管理 CLI 工具。管理笔记、待办、日程,支持标签、搜索、日程视图、Markdown 导出和原生 SQL 查询。
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majiayu000 Bundle Bigquery Daily Settlement ProcessorWhen the user needs to perform end-of-day data settlement processing for gaming or analytics platforms using Google BigQuery, this skill handles the complete workflow. It processes daily score data from streaming tables to 1) Generate ranked leaderboards by aggregating player scores and creating date-stamped tables with player rankings, and 2) Update historical player statistics by inserting daily aggregated metrics into master tracking tables. Key triggers include 'end-of-day settlement', 'daily leaderboard generation', 'player statistics update', 'BigQuery data processing', 'daily score aggregation', and 'historical stats maintenance'.
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majiayu000 Bundle Fabric Spark Compute Perf RemediateDiagnose and resolve performance issues in Microsoft Fabric Delta Lake and Spark workloads. Use when remediate slow Spark notebooks, long-running Spark jobs, Delta table query degradation, small file problems, VOrder configuration, resource profile tuning, autotune configuration, capacity throttling (HTTP 430), session startup delays, executor memory errors, skewed partitions, or streaming ingestion bottlenecks. Covers Lakehouse, SQL analytics endpoint, Spark compute, environment configuration, Delta OPTIMIZE, VACUUM, Z-Order, bin-compaction, and Fabric capacity SKU sizing.
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majiayu000 Bundle Grey Haven Observability MonitoringImplement observability and monitoring using Cloudflare Workers Analytics, wrangler tail for logs, and health checks. Use when setting up monitoring, implementing logging, configuring alerts, or debugging production issues.
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majiayu000 Bundle Sqlmap Database Penetration TestingThis skill should be used when the user asks to "automate SQL injection testing," "enumerate database structure," "extract database credentials using sqlmap," "dump tables and columns from a vulnerable database," or "perform automated database penetration testing." It provides comprehensive guidance for using SQLMap to detect and exploit SQL injection vulnerabilities.
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majiayu000 Bundle Bio Variant Calling Joint CallingJoint genotype calling across multiple samples using GATK CombineGVCFs and GenotypeGVCFs. Essential for cohort studies, population genetics, and leveraging VQSR.
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majiayu000 Bundle Fabric Lakehouse Access ControlTroubleshoot Microsoft Fabric Lakehouse access control issues including OneLake security roles, SQL analytics endpoint permissions, workspace roles, data access roles, row-level security (RLS), column-level security (CLS), object-level security (OLS), dynamic data masking, shortcut permissions, Direct Lake security integration, DefaultReader role, ReadAll permission, and OneLake data access role conflicts. Use when users report permission denied, unauthorized access, missing data, empty query results, or cannot see tables in Fabric Lakehouse.
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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 complex-excel-builder, dbt-migration-vertica, debugging-orm-queries. 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.