AI Skills for Data Scientists
37 skills to supercharge your data scientist workflow
Data science is full of repetitive setup work — cleaning datasets, writing boilerplate SQL, building the same types of charts, configuring ETL pipelines. AI skills handle the mechanical parts so you can focus on the interesting problems: choosing the right models, interpreting results, and communicating findings to stakeholders.
These skills understand data workflows end to end. They can clean messy CSVs, generate complex SQL queries from natural language, build publication-quality visualizations, and even scaffold ML training pipelines. They work with your existing tools — pandas, scikit-learn, SQL databases, and cloud data platforms.
The most productive data scientists don't do everything from scratch. They use tools that handle the tedious parts reliably, freeing up mental energy for the analysis and insight generation that actually drives business decisions.
All Data Scientist skills
Sorted by popularity. Click any skill to see details and install.
PostgreSQL MCP
Query databases, inspect schemas, and explore data from your AI editor
MCP server for PostgreSQL - query execution, schema inspection, migration management, and data exploration.
npx @anthropic/mcp-server-postgresPyright LSP
Catch Python type errors in real-time while coding
Python type checking and diagnostics via Pyright language server.
claude install anthropics/claude-plugins-official/pyright-lspData Analyst
Analyze datasets with statistics, correlations, and visualizations
Analyze datasets with statistical methods - descriptive stats, correlations, hypothesis testing, and visualizations.
claude install community/data-analystSQL Query Builder
Generate complex SQL queries from natural language descriptions
Generate complex SQL queries from natural language - joins, CTEs, window functions, and performance optimization.
claude install community/sql-query-builderData Extraction
Extract structured data from any website into JSON or CSV
Extract structured data from any website - tables, listings, profiles, pricing pages, and directories.
cu install data-extractionPython Project Rules
Make Cursor follow Python best practices and type hints
Cursor rules for Python - type hints, dataclasses, async patterns, testing with pytest, and project structure.
curl -o .cursorrules https://skills.dev/rules/pythonChart Builder
Generate publication-quality charts from any data format
Generate beautiful charts and visualizations from data - bar, line, scatter, heatmap, and interactive dashboards.
claude install community/chart-builderPrompt Engineer
Design and optimize prompts with evaluation frameworks and A/B testing
Design, test, and optimize prompts for AI applications with evaluation frameworks and versioning.
claude install community/prompt-engineerWeb Scraper
Scrape JavaScript-heavy sites that break traditional scrapers
Scrape any website by visually navigating it - handles JavaScript rendering, pagination, and login walls.
cu install web-scraperCanvas Design
Build interactive data visualizations and creative demos from scratch
Build canvas-based designs and interactive visualizations using HTML5 Canvas and related APIs.
claude install anthropics/skills/canvas-designDataset Explorer
Profile any dataset in seconds with distributions and quality metrics
Profile any dataset in seconds - schema detection, distributions, outliers, missing values, and correlations.
claude install community/dataset-explorerSpreadsheet Automator
Automate spreadsheet workflows - formulas, pivots, and charts
Automate spreadsheet workflows - formulas, pivot tables, charts, and cross-sheet data flows.
claude install community/spreadsheet-automatorLiterature Review
Conduct systematic literature reviews across academic databases
Conduct systematic literature reviews - search, filter, summarize, and synthesize academic papers.
claude install community/literature-reviewETL Pipeline Builder
Build data pipelines with extraction, transformation, and loading
Build data pipelines - extraction, transformation, and loading with scheduling and error handling.
claude install community/etl-pipeline-builderRAG Pipeline Builder
Build RAG pipelines with embedding, retrieval, and cited generation
Build retrieval-augmented generation pipelines - embedding, indexing, retrieval, and generation with citations.
claude install community/rag-builderJupyter Automator
Generate complete Jupyter notebooks for EDA and model training
Generate and execute Jupyter notebooks - data loading, EDA, visualization, and model training cells.
claude install community/jupyter-automatorData Cleaner
Clean messy datasets - deduplication, normalization, and validation
Clean and normalize messy datasets - deduplication, format standardization, missing value handling, and validation.
claude install community/data-cleanerAnalytics Reporter
Generate marketing analytics reports with insights automatically
Generate marketing analytics reports from Google Analytics, Plausible, or PostHog data.
claude install community/analytics-reporterML Model Builder
Build and evaluate ML models with proper feature engineering
Build and evaluate machine learning models - feature engineering, model selection, training, and evaluation.
claude install community/ml-model-builderTest Data Generator
Generate realistic test data with proper relational structure
Generate realistic test data - users, orders, products, and complex relational datasets with faker integration.
claude install community/test-data-generatorCustomer Feedback Analyzer
Extract themes and sentiment from customer feedback at scale
Analyze customer feedback at scale - sentiment analysis, theme extraction, and priority scoring.
claude install community/customer-feedback-analyzerTable Extractor
Extract tables from PDFs, images, and web pages into clean CSV/JSON
Extract data from HTML tables, PDFs, and images into structured CSV or JSON using visual parsing.
cu install table-extractorTime Series Forecaster
Forecast time series data with multiple models and confidence intervals
Forecast time series data with ARIMA, Prophet, or neural methods including confidence intervals.
claude install community/time-series-forecasterA/B Test Designer
Design A/B tests with proper sample sizes and statistical power
Design statistically valid A/B tests - sample size calculation, duration estimation, and metric selection.
claude install community/ab-test-designerRegex Builder
Build and test regex patterns with visual debugging
Build, test, and explain regular expressions with visual debugging and common pattern library.
claude install community/regex-builderNLP Text Analyzer
Analyze text at scale with sentiment, entities, and topic modeling
Analyze text at scale - sentiment, entity extraction, topic modeling, and text classification.
claude install community/nlp-text-analyzerModel Comparison
Compare ML models across accuracy, latency, and fairness metrics
Compare ML models side-by-side - accuracy, latency, resource usage, and fairness metrics.
claude install community/model-comparisonFeature Importance Analyzer
Understand which features drive your model with SHAP and PDPs
Analyze feature importance with SHAP values, permutation importance, and partial dependence plots.
claude install community/feature-importance-analyzerA/B Test Analyzer
Analyze experiment results with significance tests and segment breakdowns
Analyze A/B test results with significance testing, confidence intervals, and segment breakdowns.
claude install community/ab-test-analyzerCustomer Segmentation
Segment customers with data-driven clustering and targeting profiles
Segment customers by behavior, value, needs, or demographics with data-driven clustering.
claude install community/customer-segmentationCohort Analyzer
Run cohort analyses with retention curves and activation funnels
Run cohort analyses on user behavior - retention curves, revenue cohorts, and activation funnels.
claude install community/cohort-analyzerMetrics Dashboard Designer
Design product dashboards with the right KPIs for your stage
Design product metrics dashboards with KPI selection, visualization types, and alerting thresholds.
claude install community/metrics-dashboard-designerAnomaly Detector
Detect anomalies in data with statistical and ML methods
Detect anomalies in time series and tabular data using statistical and ML-based methods.
claude install community/anomaly-detectorFunnel Analyzer
Find conversion bottlenecks with step-by-step funnel analysis
Analyze conversion funnels with step-by-step drop-off rates, segment breakdowns, and bottleneck detection.
claude install community/funnel-analyzerData Dictionary Generator
Generate data dictionaries with business context from database schemas
Generate data dictionaries from database schemas with descriptions, relationships, and business context.
claude install community/data-dictionary-genData Pipeline Tester
Generate data pipeline tests that catch schema and quality issues
Generate tests for data pipelines - schema validation, data quality checks, and transformation verification.
claude install community/data-pipeline-testerAider Python Conventions
Set up Aider with Python type hinting and packaging conventions
Aider conventions for Python projects - type hints, packaging, documentation, and CI integration.
curl -o .aider.conf.yml https://skills.dev/rules/aider-pythonRelated careers
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