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
Alterlab Pydicom
Reads, writes, and manipulates DICOM (Digital Imaging and Communications in Medicine) medical imaging files with the pydicom Python library. Use when reading/writing/modifying DICOM data, extracting…
Sql Generation
Use this skill when the user asks to "write a SQL query", "help me query this data", "how do I get this metric from the database", "generate SQL for", "query for retention", "SQL to find churned…
Hr Digital Hr
Help HR leaders and People Ops teams design and execute HR digital transformation, including HR tech stack strategy, digital employee experience, process automation, and data-driven HR. Use when asked…
Exploring Live Traffic
Inspects PostHog Web analytics Live tab data — current users online, last-30-minutes pageviews, top pages, referrers, devices, browsers, countries, bot traffic, and the per-minute bot/users charts.…
Machine Learning Foundations
Supervised and unsupervised learning, bias-variance tradeoff, cross-validation, decision trees, ensemble methods, neural network fundamentals, and the practitioner's workflow from problem framing…
Syncfusion Maui Radial Gauge
Implements Syncfusion® .NET MAUI Radial Gauge (SfRadialGauge) components. Use when working with radial gauges, circular gauges, speedometers, temperature monitors, meter gauges, or circular data…
Onboarding Cro
When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding flow," "activation rate," "user…
Citation Management
Comprehensive citation management for academic research. Search OpenAlex, PubMed, and Google Scholar for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX…
Postgres Expert
PostgreSQL expert for query optimization, indexing, extensions, and database administration
Ray Data
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of…
Web3 Data
Two services in one skill: (1) Web3 on-chain data via Chainbase CLI — use when the user asks about blockchain data, token holders, wallet addresses, token prices, ENS domains, transactions, DeFi…
Stacked Chart Visualization
处理包含百分比字符串的分类占比数据,通过补全缺失维度并生成堆叠柱状图,直观展示多维度构成随时间或分类的变化趋势。
Paid Measurement Loop
Use when the user asks to "read back" a paid campaign change, "did this ad change work", or "compare ROAS/CPA before and after"; reads ROAS/CPA against a control over a fixed readback window and…
Pp Coingecko
Printing Press CLI for Coingecko. CoinGecko public API for cryptocurrency data. Free tier, no API key required for basic endpoints.
Study Design Identifier
Identifies the real underlying study design used in a medical or biomedical paper, distinguishes primary and secondary design components when papers are hybrid, and converts the paper into an…
Data Engineering
Builds and operates data pipelines — ingestion, transformation, orchestration, quality testing, and reliability of data delivery. Use this to design or debug a pipeline, decide batch versus streaming,…
Sequences
Create and manage automated email drip sequences
Xlsx
Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file; create a…
Weekly Report
Compile a weekly productivity report using Agent Monitor data — daily_sessions and daily_events trends, per-session costs from pricing engine, token volumes (input/output/cache_read/cache_write +…
Tooluniverse Proteomics Analysis
Analyze mass spectrometry proteomics data including protein quantification, differential expression, post-translational modifications (PTMs), and protein-protein interactions. Processes MaxQuant,…
Data Viz Plots
Create publication-quality plots and visualizations using matplotlib and seaborn. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).
Strategic Alignment
Cascades strategy from boardroom to individual contributor and detects misalignment. Use when teams pull in different directions, OKRs don't connect, departments optimize locally at company expense,…
Jupyter Live Kernel
Stateful Jupyter kernel — variables persist across cells (hamelnb)
Data Metrics Understanding
Use when analyzing Xiaohongshu account data, interpreting performance metrics, making data-driven content decisions, or explaining what each metric means for account growth
Regulomedb Database
Query RegulomeDB v2 GET REST API to score variants for regulatory function and retrieve overlapping evidence (TF binding, histone marks, DNase peaks, footprints, motifs, eQTLs, chromatin state).…
Adalflow
Use AdalFlow to build, debug, evaluate, optimize, trace, and operate LLM task pipelines, RAG systems, agents, tools, and structured-output workflows.
Unbounded Query
AEM Cloud Service expert skill — handle an explicitly-unbounded query (`p.limit=-1` predicate or JCR `setLimit(-1)`): bound it when capping is provably safe, otherwise flag it for human pagination.…
Causal Inference Guide
Causal inference methods including DiD, IV, RDD, and synthetic control
Csv Excel Merger
Merge multiple CSV/Excel files with intelligent column matching, data deduplication, and conflict resolution. Handles different schemas, formats, and combines data sources. Use when users need to…
Officecli Data Dashboard
Use this skill to build a multi-element Excel dashboard — Dashboard sheet on open, multiple formula-driven KPI cards, multiple charts, sparklines, and conditional formatting — from CSV or tabular…
Adatree
Adatree integration. Manage data, records, and automate workflows. Use when the user wants to interact with Adatree data.
Linkedin Growth
The LinkedIn personal-profile growth playbook for 2026. Use when someone wants to "grow on LinkedIn," "get more LinkedIn followers/reach," "a LinkedIn strategy," "how the LinkedIn algorithm works," or…
Etherealness
Etherealness is observational only. It answers "what is happening?" or "what would happen?" without changing anything. The system under study continues normally; you add a ghost layer that watches,…
Amazon Product Compliance
产品合规与安全 — 认证、标签要求、限制物质、文档
Data Matching
Matching observation data to simulation output with exact datetime and depth binning
Fine Tuning Serving Openpi
Fine-tune and serve Physical Intelligence OpenPI models (pi0, pi0-fast, pi0.5) using JAX or PyTorch backends for robot policy inference across ALOHA, DROID, and LIBERO environments. Use when adapting…
Alterlab Pyhealth
Develops, tests, and validates clinical machine learning models with the PyHealth 2.x healthcare AI toolkit. Use when working with electronic health records (EHR), clinical prediction tasks…
Pulse
Defining KPIs, tracking events, and dashboards: North Star Metric, funnel and cohort analysis, test-intelligence views. GA4/Amplitude/Mixpanel/PostHog. Use when metrics design is needed.
Strategy Stack
Use this skill when the user asks to "review our strategy", "do we have a coherent strategy", "is our strategy working", "strategic review", "strategy audit", "is our roadmap strategic", "does our…
Dotnet Csharp Dependency Injection
Registering or resolving services with MS DI. Keyed services, scopes, decoration, hosted services.
Hr Diversity Inclusion
Help HR managers with diversity, equity, and inclusion initiatives. Use when asked to develop a diversity and inclusion strategy, create inclusive job descriptions, conduct unconscious bias training,…
Exploring Llm Clusters
Investigate AI observability clusters — understand usage patterns in AI/LLM traffic, compare cluster behavior, compute cost/latency metrics, and drill into individual traces within clusters.
Qbr Planning
Plan and execute Quarterly Business Reviews — value documentation, ROI presentation, executive alignment, and expansion roadmap. Use when preparing for QBRs, business reviews with customers, or…
Mlops And Deployment
MLOps and the production ML lifecycle -- model packaging and serving, CI/CD for ML, experiment tracking, model registries, reproducibility, production monitoring for data and concept drift, retraining…
Code Review
Code review skill for analyzing code quality, detecting bugs, and ensuring best practices. Use proactively when user requests code review, quality check, or bug detection. Triggers: code review,…
Reverse Etl And Operational Data Serving
Guides agents through reverse ETL and operational data serving workflows. Use when sending curated warehouse data to business systems, SaaS tools, APIs, activation layers, or operational applications…
Jv Waterfall Architect
Designs, calculates, and explains joint venture equity waterfall structures for GP/LP partnerships. Three modes: Structure (term sheet from scratch), Calculate (distributions under specific…
Frontend Performance
Use when defining, implementing, or auditing frontend performance for web apps and SaaS frontends; produces a per-flow performance budget, measurement plan tied to SLOs, and CI regression gate. Use…
Postgres Patterns
Patrones de base de datos PostgreSQL para optimización de consultas, diseño de esquemas, indexación y seguridad. Basado en las buenas prácticas de Supabase.
Clinical Decision Support
Prepare and validate research-only clinical decision-support evaluation, evidence-profile, cohort, survival, biomarker/model, privacy, and governance artifacts. Use for aggregate or synthetic research…
Grpo Rl Training
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training

