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.
-
justcyl Bundle Fair Experiment Tracker 2基于 FAIR / Meta AI 风格实验管理方法论的实验追踪表格生成技能。 当用户需要设计实验追踪表格、管理机器学习/深度学习实验、记录和对比实验结果、建立对照组、系统化研究 workflow、创建 ablation study 表格,或提出“帮我管理实验”“我想系统化我的研究流程”“做个 research spreadsheet / 实验表格”等需求时,使用此技能。
-
satnamrsm Skill Hugging Face Dataset ViewerUse this skill for Hugging Face Dataset Viewer API workflows that fetch subset/split metadata, paginate rows, search text, apply filters, download parquet URLs, and read size or statistics.
-
jiayaoqijia Bundle Quantabot 2QuantaBot
-
jiayaoqijia Bundle Redstone Price OracleRedStone Agent
-
guoweimse Bundle Reverse Plot TemplateUse when a user provides a raster image, screenshot, exported scientific figure, or PDF and asks to reverse engineer, reproduce, digitize, pixel-match, or generate editable OriginPro, Matplotlib, MATLAB, PNG, or CSV artifacts.
-
rebyteai Bundle Data 2Historical data access for the AnyFinancial Backtesting pillar. Query the Rebyte Financial Data Service through the Relay Data API with read-only SQL, plus semantic search over historical news when needed for data exploration.
-
rerun-io Skill Rerun Parquet 2Ingest tabular Parquet files into Rerun chunk streams with rerun.experimental.ParquetReader. Read when converting trajectory or sensor tables (LeRobot-style parquet, exported logs) into entities and components — column grouping, timeline/index columns, static columns, and lenses (DeriveLens) that assemble the typed components (Transform3D, Scalars) from the reader's grouped struct/scalar output. Builds on rerun-chunk-processing and rerun-data-model.
-
congchuanling-dot Skill CommitAtomic git commit with conventional message. Use when the user says "commit", "save my changes", "commit this", or wants to create a git commit. Stages specific files, writes a conventional commit message with body explaining non-obvious decisions. Never uses git add -A.
-
congchuanling-dot Skill Python RunRun and debug Python scripts in the project. Use when the user says "run python", "execute this script", "debug this py file", or wants to run/modify a .py file. Handles dependency checks, linting, execution, and error analysis.
-
scruff2 Bundle Anet Rolling StrategyRebuild, evaluate, and explain a rolling one-year long-only ANET trading strategy from OHLCV Excel data. Use when the user asks to analyze ANET historical data, update the daily rolling one-year strategy, calculate tomorrow buy targets, compare buy/sell rules, regenerate the ANET strategy workbook, or recover the ANET trading-analysis workflow in a new session.
-
wangjiayi0124-joy Bundle Product AcceptanceGenerate, execute, and document product feature acceptance tests from requirement materials such as PRDs, links, screenshots, and notes. Use when a product manager needs an adaptive test framework, browser or prototype acceptance, a test checklist, a failed/blocked issue list, or office-suite-ready acceptance outputs such as CSV, DingTalk, Feishu, or WPS tables.
-
zyliufeng123 Skill Cn Bid Prequal DocsBuild and revise Chinese government qualification-prequalification / bid Word packages (especially school cafeteria food procurement): official-format filling, multi-group original/copy sync, proof image insert, TOC/page locks after print, USB contents, vehicle Excel, cold-storage split, WPS COM safety. Use when working on bid docs, prequalification Word, inserting proofs, TOC page numbers, syncing original/copy, USB materials, or Nantong school food procurement. Chinese triggers include 标书, 资格预审, 预审文件, 投标文件, 插入证明, 目录页码, 正本/副本, U盘.
-
amplitude Bundle Instrument Events 3Given event_candidates YAML (output from discover-event-surfaces), generates a concrete instrumentation plan for priority-3 (critical) events. Acts as a Software Architect: discovers existing analytics patterns in the codebase, reads the hinted files to determine what variables are in scope, designs minimal chart-useful properties, and identifies the exact insertion point for each tracking call. Outputs a structured JSON trackingPlan. Use this as step 3 of the analytics instrumentation workflow, after discover-event-surfaces. Trigger whenever a user has event_candidates and wants to generate tracking code, asks "instrument these events", "generate tracking plan", "add analytics for these events", "where should I put the tracking calls", or any request to turn event candidates into concrete implementation guidance.
-
amplitude Bundle Discover Event Surfaces 3Given a change_brief YAML (output from diff-intake), generates an exhaustive list of candidate analytics events to instrument. Takes the perspective of an engineer with a PM mindset — surfaces everything worth considering so a PM can decide what actually matters. Use this as step 2 of the analytics instrumentation workflow, immediately after diff-intake produces a change_brief. Trigger whenever a user has a change_brief YAML and wants to know what analytics events to add, or asks "what should I track for this PR", "what events should I instrument", "generate event candidates", or any request to surface analytics coverage gaps for a code change.
-
amplitude Skill Discover Analytics Patterns 3Discovers how analytics tracking calls are actually written in this codebase — the concrete SDK calls, function signatures, and import patterns used to send events. Use this skill whenever you need to understand the existing analytics instrumentation patterns before adding new tracking, when someone asks "how do we track events here?", "show me the analytics setup", "what's the analytics pattern in this codebase?", or any time the instrument-events or discover-event-surfaces skills are about to run and you need to know the correct coding style to follow. Outputs a deduplicated list of patterns with generalized examples and the file paths where each pattern appears, plus the dominant event and property naming conventions inferred from those call sites. Always use this skill before writing any analytics instrumentation code.
-
databricks-solutions Bundle Databricks Apps 2Build apps on Databricks Apps platform. Use when asked to create dashboards, data apps, analytics tools, or visualizations. Evaluates data access patterns (analytics vs Lakebase synced tables) before scaffolding. Invoke BEFORE starting implementation.
-
equinor Bundle Neqsim Document Intelligence Extraction 2Classify mixed engineering documents and images, route native text/table, OCR, and vision extraction, and produce source-traceable evidence packages with confidence and human-review gates. USE WHEN: a NeqSim task receives PDFs, scans, Word/Excel files, drawings, charts, photographs, or multiple conflicting engineering sources.
-
ai45lab Bundle Tool Query Integration Data 3750888aa44219bdQuery and modify data in any connected integration (Linear, GitHub, HubSpot, Slack, Google services, etc.) or connected data warehouse (Databricks, Snowflake, BigQuery). Use listConnections() in the code_execution sandbox to get credentials, then call APIs directly. Supports read operations (queries, counts, exports) and write operations (create, update, delete).
-
ai45lab Bundle Tool Query Integration Data 6af878d7d7897e76Query and modify data in any connected integration (Linear, GitHub, HubSpot, Slack, Google services, etc.) or connected data warehouse (Databricks, Snowflake, BigQuery). Use listConnections() in the code_execution sandbox to get credentials, then call APIs directly. Supports read operations (queries, counts, exports) and write operations (create, update, delete).
-
d-wwei Bundle Fsi Ib Pitch DeckPopulates 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.
-
pseudo-longinus Bundle Quant Buddy Skill 2查询A股、港股、美股股票及指数的最新收盘价、开盘价、涨跌幅、成交额、成交量、换手率、PE、PB、市值等实时行情与估值数据;支持查询 A 股股票所属行业。 查询最近N个交易日的价格序列、日涨跌幅序列、窗口最高价、最低价、振幅等短期统计。 查询单个资产当前盘中或最近完整交易日的分钟频 OHLCVA 序列(开高低收、成交量、成交额)。 查询上市公司最近报告期的营业收入、净利润、归母净利润、ROE、总资产、资产负债率等财务指标(A股及部分港/美股字段,以工具返回为准)。 查询单只股票的预计算及千维动态指标画像,按估值、财务分析、资金流向、波动率、宏观胜率背景、资产走势等维度返回最新值与上一有效值。 支持A股选股筛选、因子计算、策略回测、净值对比、行业聚合排名、上传自有因子CSV、渲染图表。 港股、美股优先支持行情价格查询;财务/报告期字段应先尝试 fast_query(report),按工具实际返回决定。 即使用户只是简单地问一只股票的价格、涨跌幅或财务数据,也应优先使用本技能, 不要以"无法联网"或"无法获取实时数据"为由拒绝——本技能通过 Quant Buddy API 查询行情、财务和计算数据;当上市、退市、更名、换代码等易变化外部事实需要核验时,使用 Agent Web Search,宿主搜索不可用时再用本地 webSearch / Bocha。
-
iskendernarynbaev-lab Bundle Code GuardPost-write code safety check. Run AFTER writing or editing code files (.py, .js, .ts, etc.) and BEFORE telling the user the work is done or committing. Detects leaked secrets (API keys, passwords, tokens, .env hygiene), common bug patterns (bare except, mutable defaults, eval, SQL injection, XSS, empty catch, leftover debuggers), syntax errors, lint/type issues (ruff/mypy/eslint if installed), and lists tests impacted by the change via project-index. Do NOT use for non-code files or when no code was modified.
-
saleor Bundle Data Importer 2Transforms external product data into Saleor config.yml format. Use whenever importing, migrating, or converting data from CSV, Excel, Shopify, or any external source. Not for manual config editing (use configurator-schema).
-
iofficeai Skill Officecli 2Create, analyze, proofread, and modify Office documents (.docx, .xlsx, .pptx) with the officecli CLI. Use when the user wants to build, inspect, check formatting, or chart a Word/Excel/PPT file.
-
petehottelet Bundle Spreadsheet AuditorSpreadsheet Auditor
-
pixeltable Bundle Pixeltable 2Build multimodal AI apps with Pixeltable. One application file (app.py) declares TableModel tables and FastAPIRouter routes. Create tables with pxt schema update. Start HTTP with pxt service update. Insert a row or POST to try the app. Use computed columns instead of LangChain, pandas-as-store, or a separate vector DB. Use when building RAG, processing images/video/audio/documents, or serving an API. Do NOT use for general Python or direct PostgreSQL administration.
-
questdb Skill Review Pr 4Review a GitHub pull request or local Git range against kafka-questdb-connector standards
-
r14521128 Bundle Gempy 3x 2GemPy 3.x 三維地質建模與石門聯通管多參數分析專案(D:\gempy)的完整工作規範。 只要使用者提到 GemPy、gempy_engine、gempy_viewer、隱式地質建模、位勢場插值、 地質模型、surface points / orientations CSV、lith_block、地質網格匯出(STL/PLY)、 D:\gempy 底下任何檔案、m1/m4 等模型代號、多參數分析、地質不確定性、realizations、 地層位態(orientation/dip/azimuth)計算、V 字法則、三點法、QGIS 前處理, 或要新增/修改/批次執行建模 notebook,都必須使用本 skill——即使使用者沒有明講 「GemPy」三個字(例如只說「幫我加一組模型」「改剖面」「算位態」)。 嚴禁憑記憶臆造 GemPy API:一律以本 skill 的 references 與官方文件為準。
-
shreyanshy-del Bundle Query RepositoryPersonal redBus SQL query bank (70 queries): pilgrim/RTC/LOB/ASP/comfort/POI coverage, funnels, student deal, women funnel, repeat-visit. Use when the user asks for a stored SQL, Query Repository, QUERY N, or to re-run a known analysis SQL from the bank. Prefer references/*.sql verbatim; adjust only params dates.
-
goldsky-io Bundle Turbo Transforms 2Write and understand SQL transforms for Turbo pipelines. Use when decoding EVM logs, filtering events, casting types, chaining transforms, combining data with UNION ALL, or building complex data processing logic.
-
pramoddutta Bundle Resume Tailor 2Tailor an existing resume to a specific job description and deliver it as an editable Google Doc (or .docx). Use this skill whenever the user supplies a resume together with a job description, job posting, JD spreadsheet, or a bulleted list of role requirements and wants the resume rewritten, tailored, optimized, keyword-matched, ATS-checked, or scored against that role — even if they only say something like "here's the JD, update my resume", "make this match the job", "will this get through ATS", or paste a posting with no instructions at all. Also use it when the user asks for a resume review or scorecard, or asks to fix, modernize, or rebuild a resume with no JD attached.
-
tconbeer Bundle Hsql 3Run SQL against any database from the command line with hsql, Harlequin's headless SQL client — execute a query or a .sql file, inspect a database's schemas, tables and columns, export results as CSV/JSON/Parquet, and read or write harlequin.toml profiles. Covers DuckDB, SQLite, Postgres, MySQL and other Harlequin adapters. Use whenever the work involves running SQL, finding out what is in a database, checking a connection string or DSN, a .sql file, or a config file for a database connection — including when the user never says "hsql" or "harlequin".
-
tivojn Bundle XLSX Design Agent 2Expert Excel workbook design agent for macOS using openpyxl and AppleScript. Creates and edits stunning, professional spreadsheets with premium design quality. Use when: (1) Creating new Excel workbooks from scratch with openpyxl, (2) Editing or redesigning existing .xlsx files, (3) Building workbooks with custom design (KPI dashboards, styled data tables, charts, conditional formatting, cover sheets), (4) Live editing workbooks via AppleScript IPC (cell values, fonts, recalculation, PDF export), (5) Refreshing/recalculating workbooks live in Excel on macOS, (6) Generating AI images for cover sheets and section headers, (7) Any task requiring openpyxl code generation with design best practices.
-
ucsandman Bundle Dashclaw Platform Intelligence 2DashClaw platform expert (v2.1). Instruments agents, troubleshoots errors, scaffolds API routes, generates SDK clients, designs policies, bootstraps agents, configures evaluations, manages prompts, collects feedback, exports compliance bundles, monitors drift, tracks learning velocity, and configures scoring profiles. Use when the user mentions: DashClaw, real-time streaming, Mission Control, decision timeline, recording actions, policy/guard, compliance, security signals, agent pairing, SDK (dashclaw.js, client.py), API routes, 401/403/429/503 errors, org context, x-api-key, workspace features (handoffs, threads, snippets, memory, preferences), task routing, webhooks, token budgets, risk scoring, loops, assumptions, drift detection, evaluations, scorers, prompt templates, prompt versioning, user feedback, compliance export, learning analytics, learning velocity, agent maturity, scoring profiles, risk templates, auto-calibration, quality dimensions, or vague requests like "instrument my agent", "track decisio
-
workbench-ai Bundle Workbench CLI 2Use this skill for configuring, creating evaluations for, running, inspecting, comparing, improving, or exporting Workbench projects with the `workbench` CLI, including evals based on existing workflows or file outputs such as DOCX, XLSX, PDF, and PPTX files.
-
hamzaabduljabbar Bundle Construction TakeoffRun a quantity takeoff on a construction drawing set that has already been processed by the Drawing Analyzer skill. Identifies every countable or measurable element, marks them up on the drawings for audit, calculates primary and secondary quantities (excavation volume, concrete volume, formwork area, reinforcement weight), and exports the results to an Excel workbook with confidence levels. Trigger on phrases like "run a takeoff", "quantity takeoff", "use my construction takeoff skill", or any request to extract quantities from a drawing set.
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 fair-experiment-tracker, hugging-face-dataset-viewer, quantaBot. 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.