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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amo-tech-ai-rocket-path-ai Skill Supabase DatabaseWrite Supabase migrations, RLS policies, database functions, and SQL queries following official best practices. Use when working with Supabase database schema, security policies, PostgreSQL functions, or any database-related task.
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zpankz Bundle Obsidian Data ImporterTransform structured external data (CSV/JSON) into Obsidian's linked knowledge system while preserving semantic relationships, optimizing graph structure, and preventing data corruption through systematic validation and YAML-safe template generation.Enables seamless knowledge transfer from databases, spreadsheets, and APIs into personal knowledge management, maintaining referential integrity and facilitating emergence of insights through networked thought.
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fusengine Bundle Security ScanUse when scanning for XSS, SQL injection, command injection, hardcoded secrets, or any OWASP Top 10 vulnerability across a codebase.
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thewatcher01 Bundle Data CleanerAgent expert en nettoyage, normalisation et structuration de données brutes. Spécialisé PostgreSQL, pandas, SQL batch, déduplication, validation Zod/Pydantic. Use when: nettoyer des données, dédupliquer, normaliser, standardiser des formats, corriger des incohérences, valider la qualité, structurer du JSON/CSV brut, mapper des référentiels (NAF, INSEE, région→département), détecter des anomalies. Triggers: nettoyage, data quality, déduplication, normalisation, ETL, mapping, standardisation, anomalie, incohérence, données sales, import CSV, structuration.
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thewatcher01 Bundle Data ScienceAgent data scientist spécialisé dans l'exploitation du datalake SubventionAI (2.8M entités, 168K versements, scoring ML, embeddings bge-m3 1024d). Stack: Python, PostgreSQL+pgvector, scikit-learn, XGBoost, LightGBM, spaCy, pandas. Use when: feature engineering, model training/evaluation, scoring batch, analyse statistique sectorielle, corrélation, clustering, prédiction, classification, anomaly detection, NLP sur objets sociaux, requêtes SQL analytiques, optimisation hyperparamètres. Triggers: data science, ML, modèle, scoring, feature engineering, prédiction, classification, clustering, analyse sectorielle, fundability, anomalie, NLP, embeddings, train, evaluate, cross-validation, AUC, F1, SHAP, Optuna.
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jacob-balslev Skill GuardrailsUse when planning or executing agent/tool operations that touch protected files, credentials, destructive git commands, destructive SQL, PII, secrets, deployments, package publication, or irreversible system mutations. Covers proactive safety policy, tool-call tripwires, blocking vs advisory enforcement, secret-exposure prevention, and excessive-agency containment. Do NOT use for application input validation, routine git workflow design, migration authoring, or general code correctness review (use `code-review`, `version-control`, or `database-migration`).
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jacob-balslev Skill Type SafetyUse when reasoning about types as a quality property of code: what guarantees the type system actually provides, the difference between sound and unsound systems, structural vs nominal typing, type narrowing and exhaustiveness, the runtime/compile-time boundary, and where validation must happen because the type system cannot. Covers TypeScript, Flow, Hindley-Milner languages, and gradual typing in general. Do NOT use for runtime input validation library choice (use api-design for API surface validation; use individual library docs for library mechanics), for SQL type mapping (use entity-relationship-modeling), or for type system implementation (compilers — out of scope). Do NOT use for implement HMAC verification for an inbound webhook (use webhook-integration). Do NOT use for design the JSON shape of an API endpoint (use api-design).
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jacob-balslev Skill User ResearchUse when planning or conducting generative qualitative research with real users — interviews, contextual inquiry, ethnographic observation, diary studies — to learn what people do, think, and need in their own context. Do NOT use for analytics review, survey statistics, A/B test interpretation, or agent-side intent classification — those are different research practices entirely. Do NOT use for Analyze last quarter's NPS results and produce a dashboard. Do NOT use for Classify whether this agent request from the user is high-risk before executing. Do NOT use for Set up an A/B test of two onboarding flows.
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jacob-balslev Skill Ontology ModelingUse when formalizing domain meaning with classes, properties, constraints, RDF/OWL-style semantics, SHACL-like validation shapes, or reasoning-ready axioms. Do NOT use for simple category trees (use `taxonomy-design`), pre-implementation business entity sketches (use `conceptual-modeling`), database schemas (use `entity-relationship-modeling`), or broad representation choice (use `knowledge-modeling`). Do NOT use for make a simple browse category tree for skills. Do NOT use for identify the business entities and relationships before implementation. Do NOT use for design the SQL tables, keys, and indexes. Do NOT use for choose whether this knowledge belongs in rules, frames, a graph, or a hybrid.
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jacob-balslev Skill Database MigrationUse when planning or applying a raw-SQL database migration to a live PostgreSQL database — adding columns, renaming columns or tables, changing types, creating indexes, adding foreign keys, or running data backfills. Covers zero-downtime patterns (expand / contract, batched backfill, NOT VALID foreign keys, CONCURRENTLY indexes), the direct/unpooled connection requirement for migration tooling, branched-database workflows, and rollback strategy. Do NOT use for ORM-managed migrations driven by Prisma/Drizzle/TypeORM CLI scaffolding, for chasing a migration that has already failed in production (use debugging), for multi-release schema lifecycle planning outside one migration (use schema-evolution), or for designing the row-level-security model itself (use owasp-security). Do NOT use for design the row-level-security model for our new tenant table. Do NOT use for the migration crashed in production — find the root cause. Do NOT use for plan the full multi-release schema evolution for this domain.
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jacob-balslev Skill Query OptimizationDiagnosing and tuning a specific slow relational-database query from plan evidence: workload impact, exact query context, EXPLAIN / actual execution plans, row-estimate accuracy, access path choice, join order, sort/hash spills, JIT/planning overhead, parameter-sensitive plans, plan regressions, statistics, and rewrite-vs-index-vs-operational response selection. Start from the actual plan and runtime evidence, not from the reflex to add an index; modern engine features such as Query Store, PSP/OPPO, SQL Plan Management, pg_stat_statements, auto_explain, MySQL histograms, Oracle DBMS_XPLAN, and PostgreSQL planner improvements are evidence sources and response tools, not replacements for diagnosis. Do NOT use for designing the durable index portfolio (use indexing-strategy), schema design (use entity-relationship-modeling), distributed partitioning (use sharding-strategy), isolation-level correctness (use transaction-isolation), or whole-system load testing (use performance-testing).
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kevinnft Bundle Social Media Account AuditAudit social media accounts (TikTok, IG, etc.): scrape profiles, calculate engagement metrics, diagnose performance drops, interpret analytics screenshots.
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dykyi-roman Skill Check SQL InjectionAnalyzes PHP code for SQL injection vulnerabilities. Detects query concatenation, ORM misuse, raw queries, dynamic identifiers, prepared statement bypasses.
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jscraik Bundle Insight ReportGenerate local Codex usage reports. Use when users ask for usage analytics, weekly insights, session summaries, telemetry patterns, or prompting help.
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jacob-balslev Skill Transaction IsolationUse when reasoning about the I in ACID: the isolation level a database provides between concurrent transactions; the four SQL-standard levels plus practical snapshot/read-versioning modes; the anomalies each level can admit or prevent; the Berenson/Adya critique of label-based isolation; locking, MVCC, row-versioning, SSI, key-range/gap/predicate locks, RCSI, and distributed-SQL serializable/external-consistency defaults; and how to choose isolation per workload by naming the anomalies, invariants, retry contract, and engine-specific behavior. Do NOT use for the broader ACID frame (outside this active skill corpus), distributed-replica consistency or CAP/PACELC choices (use cap-theorem-tradeoffs and replication-patterns), query performance tuning (use query-optimization), durable index design (use indexing-strategy), or schema design (use entity-relationship-modeling). Do NOT use for explain the four ACID properties (outside this active skill corpus).
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jacob-balslev Skill Entity Relationship ModelingUse when designing database tables, reviewing schema changes, planning migrations, or translating conceptual models into physical database structures. Covers ER notation, entity/attribute/key design, normalization and denormalization, junction tables, inheritance mapping, temporal modeling, ER-to-SQL translation, indexing, and constraints. Do NOT use for conceptual domain analysis (use `conceptual-modeling`), formal ontology (use `ontology`), or cross-system API contracts (use `system-interface-contracts`).
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coderabbitai Skill ObservabilityVercel Observability expert guidance — Drains (logs, traces, speed insights, web analytics), Web Analytics, Speed Insights, runtime logs, custom events, OpenTelemetry integration, and monitoring dashboards. Use when instrumenting, debugging, or optimizing application performance and user experience on Vercel.
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coderabbitai Bundle Google SheetsAnalyze and edit connected Google Sheets with range precision. Use when the user wants to find a spreadsheet, inspect tabs or ranges, search rows, plan formulas, clean or restructure tables, write concise summaries, or make explicit cell-range updates.
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frankxai-agentic-creator-os Bundle ReviewPre-landing PR review. Analyzes diff against the base branch for SQL safety, LLM trust boundary violations, conditional side effects, and other structural issues. Use when asked to "review this PR", "code review", "pre-landing review", or "check my diff". Proactively suggest when the user is about to merge or land code changes.
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stevenke1981 Skill Support Analytics Reporter當使用者需要「分析報告專員」處理營運支援相關任務時啟動。本 Agent 會先確認目標、資料來源、限制與驗收標準,再把問題轉成可追蹤、可重現、可升級與可關閉的支援流程,並輸出證據、風險、下一步與需要人工覆核的事項。
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jamie-bitflight Bundle Dasel ReferenceUse when querying, modifying, or converting JSON, YAML, TOML, XML, CSV, HCL, or INI with dasel v3. Complete reference for selectors, functions, conditionals, variables, spread operator, type casting, and format-specific patterns.
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jamie-bitflight Bundle Data ExplorationUse when exploring unknown structured data files with dasel v3 — discover schema, list keys, find nested values, sample arrays, identify data types across JSON, YAML, TOML, XML, CSV, HCL, INI formats
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jamie-bitflight Bundle Data TransformationUse when modifying, converting, or transforming structured data with dasel v3 — in-place mutations, format conversion, batch operations, array manipulation, object construction, and merge patterns across JSON, YAML, TOML, XML, CSV, HCL, INI
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human-avatar Skill S4h Ethics Data AuditAudit a data collection, retention, or sharing decision against ethical standards. Use when the user is making decisions about what data to collect, how long to keep it, who can access it, or who it's shared with. TRIGGERS: 'audit this data decision', 'is this data practice ok', 'data ethics check', any change to data models, privacy controls, analytics instrumentation, data sharing agreements, or retention policies. Goes beyond legal compliance — evaluates whether the practice is ethical, not just lawful.
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harshahosur81 Skill Data ScientistExpert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence. Use PROACTIVELY for data analysis tasks, ML modeling, statistical analysis, and data-driven insights.
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harshahosur81 Skill SQL MigrationsSQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, SQL Server
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harshahosur81 Skill Data StorytellingTransform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive presentations.
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jackspace Bundle Drizzle Orm D1Type-safe Drizzle ORM patterns for Cloudflare D1 databases: schema definition, migration management with Drizzle Kit and drizzle.config.ts, relations and relational queries, joins, prepared statements, the D1 batch API for transaction-like work, and Workers/Wrangler integration. Documents 12 known pitfalls including D1 transaction errors (SQL BEGIN is unsupported), foreign key constraint failures during migrations, module import errors under Wrangler, missing D1 bindings, migration apply failures, schema TypeScript inference errors, prepared statement caching, rollback patterns, TypeScript strict mode errors, remote versus local database confusion, and mixing wrangler.toml with wrangler.jsonc. Use when building a D1 schema, writing type-safe queries, running or repairing Drizzle migrations, or hitting D1_ERROR, BEGIN TRANSACTION, d1 binding, or schema inference errors.
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jamie-bitflight Skill Python3 DataSpecialist skill for Python data engineering — pandas, polars, DuckDB, numpy, ETL pipelines, tabular data ingestion, and notebook-to-module extraction. Use when working with dataframes, data validation at ingress boundaries, merge/join operations, typed column contracts, or choosing between pandas vs polars vs DuckDB for a data task.
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harshahosur81 Skill Database ArchitectExpert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures. Masters SQL/NoSQL/TimeSeries database selection, normalization strategies, migration planning, and performance-first design. Handles both greenfield architectures and re-architecture of existing systems. Use PROACTIVELY for database architecture, technology selection, or data modeling decisions.
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jackspace Bundle Cloudflare AgentsGuide to the Cloudflare Agents SDK for building stateful AI agents on Workers plus Durable Objects. Covers the Agent class, this.setState and this.sql state, WebSocket and streaming chat via AIChatAgent and useAgentChat, scheduling with this.schedule (delays, dates, cron), triggering Workflows, Browser Rendering, RAG with Vectorize and Workers AI embeddings, MCP servers with McpAgent, human-in-the-loop review, and routing through routeAgentRequest, getAgentByName, useAgent and AgentClient. Documents 15+ pitfalls: missing new_sqlite_classes, non-atomic migrations, Agent class not exported, binding name mismatches, global uniqueness surprises, state size limits, MCP transport confusion and bypassed authentication. Use when building AI agents, chat agents, MCP servers or multi-agent systems on Cloudflare, or debugging Agent binding, migration and state-sync errors.
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harshahosur81 Skill Business AnalystMaster modern business analysis with AI-powered analytics, real-time dashboards, and data-driven insights. Build comprehensive KPI frameworks, predictive models, and strategic recommendations. Use PROACTIVELY for business intelligence or strategic analysis.
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jackspace Bundle Wordpress Plugin CoreWordPress plugin development fundamentals: plugin headers and file structure (simple, OOP, or PSR-4 with Composer autoload), activation and deactivation hooks, actions and filters, the Settings API, custom post types and taxonomies, REST API endpoints, admin-ajax handlers, and $wpdb database access with prepared statements. Emphasizes security: nonces, capability checks, sanitization such as sanitize_text_field, escaping such as esc_html, and preventing SQL injection, XSS, and CSRF. Use when creating or structuring a WordPress plugin, registering post types or taxonomies with register_post_type, building admin settings pages, adding REST or AJAX endpoints, querying the WordPress database safely, auditing plugin security, or debugging plugin activation and deactivation problems.
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jackspace Bundle Cloudflare Durable ObjectsGuide to Cloudflare Durable Objects: globally unique, stateful objects for coordination, real- time communication and persistent state. Covers the DurableObject class and bindings, WebSocket Hibernation (ctx.acceptWebSocket, webSocketMessage, serializeAttachment), SQLite storage via ctx.storage.sql, alarms with storage.setAlarm and the alarm() handler, ids from idFromName, newUniqueId and getByName, RPC methods, blockConcurrencyWhile, migrations and location hints. Documents 15+ pitfalls: class not exported, missing or wrong migrations, new_sqlite_classes, constructor work and setTimeout or fetch breaking hibernation, in-memory state lost on hibernation, partial deleteAll on the KV backend, binding mismatches, state size limits and alarm retry failures. Use when building chat rooms, multiplayer games, rate limiters, session stores, queues or per-user state on Workers, or debugging DO migration, hibernation and alarm errors.
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jackspace Bundle Exploratory Data AnalysisAnalyze datasets to discover patterns, anomalies, and relationships. Use when exploring data files, generating statistical summaries, checking data quality, or creating visualizations. Supports CSV, Excel, JSON, Parquet, and more.
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lifangda Bundle Benchling IntegrationBenchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.
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 Supabase Database, security-scan, guardrails. 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.