Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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AI skills directory results
Pkulaw Mcp Semantic Nlsql
使用约 125 积分的 `semantic-nlsql` 做跨库语义检索。Use when:复杂问题无法可靠拆成法规和案例关键词路径,或约 25 积分的定向检索后仍有关键缺口。NOT for:普通综合研究的默认首轮、单一法规/案例或已知法条查询。必须确认工具可用,不得伪造结果。
Itglue
Every IT Glue resource, plus an offline SQLite mirror, fleet-wide cross-resource search, and documentation-hygiene analytics no other IT Glue tool offers. Trigger phrases: `find this device across all…
Minimax Xlsx
Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). Use when the user asks to create, build, modify, analyze, read, validate, or format any Excel…
Api Data Fetcher
Fetch economic data from FRED, World Bank, and other APIs
Syncfusion Maui Digital Gauge
Implements Syncfusion® .NET MAUI DigitalGauge (SfDigitalGauge) control to display alphanumeric characters in LED-style digital format. Use when working with digital gauges, LED displays, seven-segment…
Duckdb Local Analytics And Dev
Guides agents through DuckDB-based local analytics and development workflows. Use when prototyping models locally, validating transformations, reproducing data issues quickly, or building lightweight…
Timeseries Detrending
Tools and techniques for detrending time series data in macroeconomic analysis. Use when working with economic time series that need to be decomposed into trend and cyclical components. Covers HP…
Power Bi
Power BI Development. Use when: building reports, TMDL semantic models, DAX patterns, PBIR report definitions, Fabric REST API, Direct Lake, incremental refresh, Dataverse as data source, Power BI…
Android Development
Use when building or reviewing native Android apps with Kotlin, Compose, architecture, Room/DataStore persistence, offline sync, or test-driven development; use mobile-platform-operations for store…
Card Design
Card component patterns, card layouts, content cards, action cards, and card grid systems.
Dryui Build
Experimental DryUI density and CSS-gated fixture skill for image-to-app layout tests. Use when testing stage 1 page classification, stage 2 runtime-safe DryUI implementation, and stage 3 build/visual…
Onekgpd
Queries the 1000 Genomes Project dataset (3,202 whole-genome-sequenced individuals, GRCh38) at the level of individual participants. Use when a question is about individuals or variants in the 1000…
Milestone Review
Milestone progress review — completeness, quality metrics, risk, go/no-go recommendation. At checkpoints or before a deadline.
Data Analyst
Data analysis expert for statistics, visualization, pandas, and exploration
Ablation Planner
Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.
Top Value Coloring
根据数据规模动态选择处理策略,对多表数据进行合并、统计筛选,并利用 openpyxl 实现关键指标的自动化样式高亮与格式化导出。
Memory Notes
How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge graph. Use when…
Anndata
This skill should be used when working with annotated data matrices in Python, particularly for single-cell genomics analysis, managing experimental measurements with metadata, or handling large-scale…
Deal Pricing
Design pricing strategy and packaging — tiers, value metrics, enterprise pricing, freemium design, and pricing page copy. Use when asked to "design our pricing", "should we change our price", "how do…
Improve Business
Guided journey from a stalled, plateaued business to one with an honest diagnosis, a working operating rhythm, and offers repriced to real value. Orchestrates eight skills phase by phase -…
Market Research
开展市场研究、竞争分析、投资者尽职调查和行业情报收集,提供来源引用和决策导向的总结。适用于用户需要市场规模测算、竞争对手比较、基金研究、技术扫描或为业务决策提供信息支持的研究场景。
Umap Tsne Analysis
Use when performing sample-level dimensionality reduction and visualization on abundance or OTU-style matrices with a companion group file, generating UMAP and/or t-SNE coordinates and plots for group…
Gaia Voice
How GAIA talks and what it must never claim. Always on — the agent's voice and its honesty floor, not a task recipe.
Li Post
Write a LinkedIn post from a raw idea using 21 proven hook formulas, in the user's own voice, humanized so it does not read as AI. Use whenever the user wants a LinkedIn post, a hook, a draft for the…
Energykit
Query grid electricity forecasts and submit load events using EnergyKit to help users optimize home electricity usage. Use when building smart home apps, EV charger controls, HVAC scheduling, or…
News
从互联网查询最新新闻。支持政治、财经、社会、国际、科技、体育、娱乐等分类,自动适配搜索工具与浏览器工具。
Endpoint Probe
Probes each major Agent Monitor API route — /api/stats, /api/analytics, /api/sessions, /api/pricing/cost, /api/workflows/runs, /api/cc-config/overview — and reports each one's HTTP status, latency,…
Postgresql Best Practices Cloudbase
CloudBase PostgreSQL access-pattern and slow-query quality guidance. Use when designing how tables are read and written, eliminating per-row database calls, adding indexes for filters or joins,…
Reactome Database
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies.
Etsy Custom Orders
Custom order management — communication templates, pricing, delivery timelines, return policies
China Variance Commentary
Write variance commentary for A-share fund performance and portfolio changes. Adapts the original variance-commentary skill for fund accounting and Chinese fund reporting conventions. Triggers on…
Bioconductor Consensusclusterplus
algorithm for determining cluster count and membership by stability evidence in unsupervised analysis
React Performance
Make React and Next.js performance changes that are measured, evidence-backed, and behaviorally safe. Routes to the right rule catalogue — vercel-react-best-practices for the 72 prioritized React/Next…
Fda Database
Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research.
Ln 57 Persistence Auditor
Audits queries, transactions, consistency and persistence resource lifetimes; read-only.
Pronunciation Specialist
Scans lyrics for pronunciation risks and prevents Suno mispronunciations. Use when writing lyrics with proper nouns, technical terms, homographs, or non-English words.
Architecture Decision Records
Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation. Use when documenting significant technical decisions, reviewing past…
Setting Up Astro Project
Initialize and configure Astro/Airflow projects. Use when the user wants to create a new project, set up dependencies, configure connections/variables, or understand project structure. For running the…
Sap Hana Cloud Data Intelligence
Develops data processing pipelines, integrations, and machine learning scenarios in SAP Data Intelligence Cloud. Use when building graphs/pipelines with operators, integrating ABAP/S4HANA systems,…
Ohlcv Processing
Market data preparation including OHLCV resampling, gap handling, anomaly detection, normalization, and multi-source merging
Community Kpi Dashboard
Measurement system tracking engagement, health, and business impact of community programs.
Google Health Connect
The user's synced Google Health Connect data from their Android device: daily metrics (steps, distance, calories, heart rate, HRV, VO2max), sleep sessions (stages, quality, efficiency), and workouts.
Onboarding Flow
When the user needs to design, improve, or audit a post-signup activation flow to get new users to their first value moment. Activate when activation is lagging, time-to-value feels excessive, or…
Cwicr Labor Scheduler
Schedule labor crews based on CWICR norms and project timeline. Calculate crew sizes, shifts, and labor loading curves.
Clean Validate
Verify emails and phone numbers, spot-check a batch, deduplicate and merge records, manage bounce rates, and maintain list hygiene. Use when user asks about "email verification", "spot-check",…
K12 Physics Learning
面向 K12 物理的题目条件抽取、物理量和单位校验、模型步骤、实验变量和错因分析。用户询问物理概念、计算题、实验题、错题或示意时使用。
Grafana Oss
Configure Grafana OSS — provisions dashboards from YAML, sets up data sources (Prometheus / Loki / Tempo / Pyroscope), writes dashboard JSON with template variables, builds panel queries, assigns…
Undervalued Stock Screener
Screen and identify undervalued stocks with strong fundamentals using professional equity research methodology. Use when the user asks to find undervalued stocks, screen for cheap or bargain stocks,…
Status
Show active tracks, progress, current tasks, and blockers
Clickhouse Analytics
Use when running a ClickHouse server for high-volume OLAP: choosing a MergeTree engine and ORDER BY/PARTITION BY keys, ingesting billions of event/log/metric rows, pre-aggregating with materialized…
Data And Original Research
The original-research / data-study content type — turn proprietary data, a survey, a public-dataset analysis, or an experiment into the most linkable and AI-citable asset you can publish. Use when…

