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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rylaispirit Bundle Analytics Data AnalysisBuild reproducible analytics scripts or notebooks for ingestion, cleaning, transformation, statistics, visualization, and delivery.
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qualixar Skill CSV Row Counter 6Fast utility scanning system resources.
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qualixar Skill CSV To JSON Converter 6Compact tool verifying project state.
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chris-mcnulty Skill Spot Financial OutliersReviews a financial statement (Income Statement, Balance Sheet, or Cash Flow) and identifies values that appear materially unusual compared to historical periods, peer line items, or expected financial patterns. Use when user asks to "spot outliers", "spot anomalies", "review this financial statement", "check for unusual numbers", "analyze this income statement", "do any of these expenses look out of line", "highlight anomalies for leadership", or references an attached Income Statement, Balance Sheet, or Cash Flow file and asks for analytical review. Do NOT use for: routine spreadsheet edits, formula creation, financial modeling, budget building, or audit/compliance opinions — this skill is for analytical review only.
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chris-mcnulty Bundle Pre Commitment Capacity CheckBefore committing to a new engagement, SOW, project, or ask, review actual workload and flag capacity risks across calendar, sent email, and Teams. Reads the referenced SOW or proposal if one exists (docx, pdf, xlsx) to extract hours, roles, and scope. Sweeps the next 30 days of calendar, the last two weeks of sent email for explicit commitments, and recent Teams chats for open asks. Produces a recommendation with confidence score. Use when user asks: "can I take on [project]", "do I have capacity for [SOW]", "should I commit to [engagement]", "capacity check on this SOW", "pre-commitment check", "can I lead [project]", "should I sign this SOW", "am I free to take [client]", "bandwidth check", "before I agree to this", "is this a good time to add something". Do NOT use for: routine calendar review (use calendar-management), meeting scheduling (use schedule-meeting), morning briefings (use daily-briefing), or post-commitment workload rebalancing.
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shawnclybor Skill Excel Connector GovernanceGoverns driving Excel Online (Business) through a Microsoft Copilot Studio agent against SharePoint-hosted .xlsx. Triggers — "Copilot Studio", "Excel Online (Business)", "add a row", "update a row", "delete a row", "connector 502 / BadGateway", "Office Script", "pin the File input", "spreadsheet agent", "SharePoint xlsx agent". Loudest bug — the File pin stores an opaque 34-character drive-item ID and shows no filename anywhere in the UI, so a tool pinned to the wrong workbook fails identically every time, and against a healthy workbook would silently write to the wrong client's file. Resolve every File pin back to a filename before trusting a write. Cheap to consult; expensive to write a row into the wrong client's workbook, or to record a working connector as a permanent limitation.
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ferocknew Bundle DB Client当用户要求"连接数据库"、"查询 MySQL/PostgreSQL/SQLite"、"执行 SQL 查询"、"使用 Knex"、"数据库客户端"、"获取数据库数据"时,或者需要在 JavaScript/Node.js 环境中连接和操作关系型数据库时使用此 skill。
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ferocknew Bundle Excel Alasql当用户要求"读取 Excel 文件"、"解析 Excel"、"查询 Excel 数据"、"将 Excel 转换为 JSON"、"使用 SQL 分析 Excel"、"使用 AlaSQL"时,或者需要在 JavaScript/Node.js 环境中使用 SQL 查询处理 Excel 文件(.xlsx、.xls、.csv)时使用此 skill。
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ferocknew Bundle Ms Office X Editer当用户要求"编辑 Word 文档"、"修改 docx 文件"、"编辑 Excel 文件"、"修改 xlsx 文件"、"替换文档中的文本"、"修改表格"、"查看文档信息"、"修改样式"、"设置字体颜色"、"设置加粗"、"读取 Excel"、"写入 Excel"、"修改工作表"、"比较文档差异"、"docx diff"、"文档对比"时使用此 skill。支持 docx 和 xlsx 两种格式。
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h1d3r Skill SQLDesign and change relational schemas, queries, transactions, migrations, and data access safely.
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nemagu Bundle Python Psycopg Yoyo Persistence WritingИспользуй при реализации или ревью PostgreSQL persistence-адаптеров на Python через psycopg и миграций через yoyo. Триггеры — репозитории, mapping строк БД в domain или DTO порта, одиночное и пакетное чтение/сохранение, optimistic locking, PostgreSQL Unit of Work и его фабрика, connection manager и pool, безопасный SQL, создание и изменение таблиц, ограничений, индексов и других объектов схемы миграциями yoyo. Не применять для определения application-портов, доменных правил, публичных API-контрактов и хранилищ на других технологиях.
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nemagu Bundle Postgresql Persistence Adapter Documentation WritingПроектирование и ведение аналитической Markdown-документации PostgreSQL persistence-адаптера в сервисах с гексагональной архитектурой: application-портов, mapping, Unit of Work, транзакций, optimistic locking, ошибок, миграционных пакетов, таблиц, колонок, ограничений, связей и обоснованных индексов. Использовать при создании, адаптации или ревью паспорта PostgreSQL-адаптера и схемы БД, особенно когда каждая физическая таблица должна иметь отдельный файл и таблицу колонок, а изменения схемы — версионированные каталоги. Не использовать для реализации кода или SQL/yoyo-миграций, определения domain/application-требований, других типов хранилищ и общей документации репозитория.
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agentscope-ai Skill CSV ProcessingUse this skill when reading sensor data from CSV files, writing simulation results to CSV, processing time-series data with pandas, or handling missing values in datasets.
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agentscope-ai Bundle Lab Unit HarmonizationComprehensive clinical laboratory data harmonization for multi-source healthcare analytics. Convert between US conventional and SI units, standardize numeric formats, and clean data quality issues. This skill should be used when you need to harmonize lab values from different sources, convert units for clinical analysis, fix formatting inconsistencies (scientific notation, decimal separators, whitespace), or prepare lab panels for research.
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kao273183 Bundle Test Master一鍵生成完整測試計劃、測試用例和自動化策略的綜合測試工程師 Skill。生成黑箱/白箱測試用例(Excel)、測試策略、覆蓋缺口分析、自動化路線圖和探索性測試指引。當使用者提到「生成測試計劃」、「設計測試」、「完整測試方案」、「測試用例設計」、「寫測試案例」、「test plan」,或需要為新功能、重構、Bug 修復、Release 規劃測試策略時使用此 skill。即使使用者只是模糊地說「幫我測一下這個功能」或「這個需要什麼測試」,也應觸發。
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impertio-studio Bundle Mariadb Syntax SQL DdlUse when creating or altering tables, choosing an ALTER algorithm, dropping objects safely, working with sequences, virtual/persistent columns, invisible columns, or partitioning. Prevents the costly COPY-algorithm ALTER on production, dropping a table referenced by FK without cascade, picking PERSISTENT when VIRTUAL is enough, or misuse of INSTANT-DROP-COLUMN locking semantics. Covers CREATE TABLE patterns, ALTER algorithms INPLACE/COPY/INSTANT/NOCOPY, atomic DDL (10.6+), sequences (10.3+), generated columns (VIRTUAL vs PERSISTENT), invisible columns (10.3+), partitioning (RANGE/LIST/HASH/KEY/COLUMNS), RENAME TABLE atomic-rename. Keywords: CREATE TABLE, ALTER TABLE, DROP TABLE, ALGORITHM=INPLACE, ALGORITHM=COPY, ALGORITHM=INSTANT, ALGORITHM=NOCOPY, sequences, AUTO_INCREMENT, virtual columns, persistent columns, stored columns, invisible columns, partitioning, RENAME TABLE, atomic DDL, online DDL, instant ADD COLUMN, instant DROP COLUMN, how do I add a column without locking, schema migration, blue-green depl
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impertio-studio Bundle Mariadb Syntax SQL DmlUse when writing INSERT, UPDATE, DELETE, REPLACE, or upsert statements, debugging "why was this row not updated", or migrating MySQL DML patterns to MariaDB. Prevents the INSERT IGNORE silent-corruption trap, REPLACE INTO FK cascade, ON DUPLICATE KEY auto-increment burn, multi-table UPDATE/DELETE ordering pitfalls, and the "UPDATE RETURNING does not exist in LTS" gotcha. Covers INSERT single-row + multi-row + INSERT SET + INSERT ... SELECT, INSERT ... ON DUPLICATE KEY UPDATE, INSERT IGNORE pitfalls, REPLACE INTO, UPDATE ... ORDER BY ... LIMIT, multi-table UPDATE/DELETE with JOIN, INSERT/DELETE RETURNING, DELETE HISTORY for system-versioned tables. Keywords: INSERT, UPDATE, DELETE, REPLACE, ON DUPLICATE KEY UPDATE, INSERT IGNORE, RETURNING, INSERT RETURNING, DELETE RETURNING, multi-table UPDATE, multi-table DELETE, upsert, why was my row not updated, my insert ignored the error, auto increment burn, FK cascade on REPLACE, mariadb upsert pattern, UPDATE RETURNING not supported, DELETE HISTORY, system-versioned
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impertio-studio Bundle Mariadb Core Storage EnginesUse when choosing a storage engine for a new table, migrating from MyISAM to InnoDB, understanding engine-specific behaviors, or reasoning about ACID guarantees on MariaDB 10.6+. Prevents the common mistake of using MyISAM for transactional data, ColumnStore for OLTP, MEMORY for persistent caches, or mixing engines without understanding cross-engine query limitations. Covers InnoDB (default, ACID), Aria (crash-safe MyISAM replacement, system tables), MyISAM (legacy), ColumnStore (analytical), Spider (sharding), CONNECT (federated), MEMORY (in-memory), and a deterministic decision tree per workload. Keywords: storage engine, InnoDB, Aria, MyISAM, ColumnStore, Spider, CONNECT, MEMORY, ENGINE=, which engine should I use, no transactions, table locking, row locking, ACID, MVCC, full-text search, columnar analytics, federation, sharding, in-memory cache, foreign keys missing, table corrupted on restart, slow concurrent inserts, why is my table locking, can I run analytics on InnoDB, federated table, CSV table, my
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impertio-studio Bundle Mariadb Agents Query OptimizerUse when a user provides a slow query plus its EXPLAIN output and wants a concrete optimization, or asks "make this query faster", or wants an index recommendation validated against MariaDB optimizer behavior. Prevents the common mistake of suggesting an index without checking selectivity, proposing FORCE INDEX as a fix, copying MySQL 8 optimizer hints, or recommending an index that duplicates an existing one. Covers a deterministic query-optimization procedure : read EXPLAIN, identify the bottleneck (type=ALL, filesort, temporary), propose index or rewrite, validate against composite leftmost-prefix rule, check covering-index opportunity, verify with ANALYZE FORMAT=JSON, cross-references mariadb-impl-query-optimization, mariadb-syntax-indexing, mariadb-errors-slow-queries. Keywords: optimize my query, make this query faster, query optimization, EXPLAIN analysis, index recommendation, why is this slow, slow query fix, covering index, index suggestion, query rewrite, optimize SQL, performance fix, EXPLAIN, ANA
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impertio-studio Bundle Mariadb Syntax Check ConstraintsUse when enforcing column or table invariants, validating JSON structure, replacing trigger-based validation, or migrating CHECK constraints from MySQL 8 or PostgreSQL. Prevents the common mistake of relying on app-layer validation, forgetting that NULL passes CHECK, conflating CHECK with NOT NULL, or expecting CHECK to fire on every UPDATE. Covers column-level CHECK, table-level CHECK, CHECK with JSON_VALID, NULL semantics (CHECK passes on NULL), interaction with INSERT IGNORE, performance impact, and when to choose CHECK vs trigger vs app-validation. Keywords: CHECK constraint, ALTER TABLE ADD CHECK, table constraint, column constraint, JSON_VALID CHECK, NULL semantics in CHECK, constraint vs trigger, why does my CHECK allow NULL, ER_CHECK_CONSTRAINT_VIOLATED, data integrity, schema invariant, drop constraint, check_constraint_checks, three-valued logic, SQL 3VL, INSERT IGNORE check, named constraint, how do I validate JSON, getting started with constraints
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impertio-studio Bundle Mariadb Core Defaults And SQL ModesUse when investigating "my query worked yesterday and now doesn't", upgrading between LTS releases, migrating from MySQL, or setting up a new MariaDB instance with explicit sql_mode and charset. Prevents the common mistake of relying on implicit defaults that change between versions, mixing sql_mode-strict with legacy data, or assuming utf8 means utf8mb4. Covers sql_mode per version (STRICT_TRANS_TABLES, ANSI_QUOTES, NO_ZERO_DATE, etc.), default server charset_set_server shift from latin1 to utf8mb4 in 11.6, default utf8mb4 collation shift to utf8mb4_uca1400_ai_ci in 11.5, default authentication plug-in evolution, default storage engine (InnoDB), default binlog format MIXED since 10.2.3, my.cnf defaults that break apps on upgrade. Keywords: mariadb defaults, sql_mode, STRICT_TRANS_TABLES, ANSI_QUOTES, default charset, utf8mb4, utf8mb4_uca1400, default authentication, default storage engine, my.cnf defaults, why does this query fail now, upgrade broke my app, sql mode change between versions, NO_ZERO_DATE, ONL
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impertio-studio Bundle Mariadb Agents Migration ValidatorUse when validating a MySQL SQL dump or schema before importing into MariaDB, checking a codebase for MySQL-specific syntax that breaks on MariaDB, or producing a migration remediation checklist. Prevents the common mistake of importing a MySQL 8 dump with JSON-binary assumptions, caching_sha2_password users, INVISIBLE INDEX syntax, or GTID-continuity expectations. Covers a deterministic migration-validation procedure : scan SQL dump or schema for MySQL-specific divergences, flag JSON-storage / GTID-format / auth-plugin / INVISIBLE-vs-IGNORED / sequence-syntax / sql_mode issues, grade severity, produce a remediation list with skill-references to mariadb-impl-migration-mysql-to-mariadb and others. Keywords: migration validation, validate MySQL dump, check schema before import, MySQL to MariaDB compatibility check, will this dump import, migration remediation, MySQL-specific syntax, caching_sha2_password, INVISIBLE INDEX, JSON binary, GTID, pre-migration check, is my dump compatible
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taosdata Bundle Idmp Workflow Panel BuildIDMP panel build workflow. Resolve owner, reserve names, create panel objects, verify query and SQL output, place panels into dashboards, and clean up safely.
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taosdata Bundle Idmp Workflow Data Import ExportIDMP data import and export workflow. Separate package import or export from datasource CSV import, read first, write carefully, and reread records after every write.
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luokai0 Bundle Guangdong Medical Record SQL广东省病案统计管理系统 SQL 查询大师
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luokai0 Skill Oc Expanso CSV To JSONExpanso Csv To Json
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luokai0 Skill Oc Expanso JSON To CSVExpanso Json To Csv
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construct-ai-primary Skill Log WarehousingWarehouse and inventory management
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construct-ai-primary Skill Procurement AnalyticsGenerate spend analytics, procurement KPIs, cost variance reports, and supplier quality trending with data aggregation and visualization patterns
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construct-ai-primary Skill Commercial Predictive Counterparty RiskPredict counterparty risk from historical payment patterns, market indicators, and performance data using predictive analytics
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construct-ai-primary Skill It Performance Monitoring AnalyticsSkill for system metrics tracking, trend analysis, dashboard configuration, capacity forecasting, and performance optimization recommendations in the ConstructAI platform
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aibot88 Bundle Nushell Structured Data ShellA modern shell that treats all input as structured data rather than plain text streams. Nushell provides built-in support for JSON, YAML, TOML, CSV, SQLite, and Excel, with typed pipelines that enable safe filtering, sorting, and transformation without string parsing.
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aibot88 Bundle Goatcounter Privacy First Web Analytics PlatformGoatCounter is an open source analytics platform for privacy-friendly pageview tracking, referrer reporting, and lightweight site stats. It can be used as a hosted service or self-hosted, and it supports JavaScript, backend API, and logfile-based ingestion paths.
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aibot88 Bundle Beekeeper Studio Cross Platform SQL Editor Database ManagerA source-backed ASE skill for Beekeeper Studio, the SQL editor and database manager for Linux, macOS, and Windows. It fits workflows that need a real client for querying, browsing tables, and working across PostgreSQL, MySQL, SQLite, SQL Server, and other supported databases.
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construct-ai-primary Skill Log Warehouse Inventory ControlManage warehouse operations, maintain inventory control, conduct stock counts, track materials
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aibot88 Bundle Sqlite AnalystSQLite Analyst is built around SQLite embedded database. The underlying ecosystem is represented by WiseLibs/better-sqlite3 (7,041+ GitHub stars). It gives an agent a more technical and reliable way to work with the tool than a thin one-line wrapper, using stable interfaces like local .db files, SQL queries, schema inspection, FTS, WAL, query plans and preserving […]
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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 analytics-data-analysis, csv-row-counter, csv-to-json-converter. 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.