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.

37 skills
MCPClaude Code
featured

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.

Beginner5 min31.2k4.8
npx @anthropic/mcp-server-postgres
by Anthropic
Claude Code

Pyright LSP

Catch Python type errors in real-time while coding

Python type checking and diagnostics via Pyright language server.

Beginner5 min29.8k4.8
claude install anthropics/claude-plugins-official/pyright-lsp
by Anthropic
Claude CodeCodex
featured

Data Analyst

Analyze datasets with statistics, correlations, and visualizations

Analyze datasets with statistical methods - descriptive stats, correlations, hypothesis testing, and visualizations.

Intermediate30 min19.2k4.8
claude install community/data-analyst
by data-science
Claude CodeCodexUniversal

SQL Query Builder

Generate complex SQL queries from natural language descriptions

Generate complex SQL queries from natural language - joins, CTEs, window functions, and performance optimization.

Beginner5 min17.4k4.7
claude install community/sql-query-builder
by sql-tools
Computer Use
new

Data Extraction

Extract structured data from any website into JSON or CSV

Extract structured data from any website - tables, listings, profiles, pricing pages, and directories.

Intermediate30 min16.7k4.6
cu install data-extraction
by Anthropic
Cursor

Python 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.

Beginner5 min16.2k4.6
curl -o .cursorrules https://skills.dev/rules/python
by cursor-community
Claude CodeCodex

Chart Builder

Generate publication-quality charts from any data format

Generate beautiful charts and visualizations from data - bar, line, scatter, heatmap, and interactive dashboards.

Beginner5 min15.8k4.7
claude install community/chart-builder
by viz-tools
Claude CodeUniversal
featured

Prompt 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.

Intermediate30 min14.2k4.7
claude install community/prompt-engineer
by ai-tools
Computer Use
new

Web Scraper

Scrape JavaScript-heavy sites that break traditional scrapers

Scrape any website by visually navigating it - handles JavaScript rendering, pagination, and login walls.

Intermediate30 min13.4k4.6
cu install web-scraper
by Anthropic
Claude Code

Canvas Design

Build interactive data visualizations and creative demos from scratch

Build canvas-based designs and interactive visualizations using HTML5 Canvas and related APIs.

Intermediate30 min12.8k4.7
claude install anthropics/skills/canvas-design
by Anthropic
Claude CodeCodex

Dataset Explorer

Profile any dataset in seconds with distributions and quality metrics

Profile any dataset in seconds - schema detection, distributions, outliers, missing values, and correlations.

Beginner5 min12.8k4.7
claude install community/dataset-explorer
by data-science
Claude CodeComputer Use

Spreadsheet Automator

Automate spreadsheet workflows - formulas, pivots, and charts

Automate spreadsheet workflows - formulas, pivot tables, charts, and cross-sheet data flows.

Beginner30 min12.6k4.6
claude install community/spreadsheet-automator
by sheet-tools
Claude CodeComputer Use
featured

Literature Review

Conduct systematic literature reviews across academic databases

Conduct systematic literature reviews - search, filter, summarize, and synthesize academic papers.

Intermediatecustom12.4k4.7
claude install community/literature-review
by research-ai
Claude CodeCodex

ETL Pipeline Builder

Build data pipelines with extraction, transformation, and loading

Build data pipelines - extraction, transformation, and loading with scheduling and error handling.

Advancedcustom11.4k4.6
claude install community/etl-pipeline-builder
by pipeline-tools
Claude CodeCodex

RAG Pipeline Builder

Build RAG pipelines with embedding, retrieval, and cited generation

Build retrieval-augmented generation pipelines - embedding, indexing, retrieval, and generation with citations.

Advancedcustom11.2k4.6
claude install community/rag-builder
by ai-tools
Claude CodeCodex

Jupyter Automator

Generate complete Jupyter notebooks for EDA and model training

Generate and execute Jupyter notebooks - data loading, EDA, visualization, and model training cells.

Intermediate30 min10.4k4.6
claude install community/jupyter-automator
by data-science
Claude CodeCodex

Data Cleaner

Clean messy datasets - deduplication, normalization, and validation

Clean and normalize messy datasets - deduplication, format standardization, missing value handling, and validation.

Intermediate30 min10.2k4.5
claude install community/data-cleaner
by clean-data
Claude CodeMCP

Analytics Reporter

Generate marketing analytics reports with insights automatically

Generate marketing analytics reports from Google Analytics, Plausible, or PostHog data.

Intermediate30 min9.4k4.5
claude install community/analytics-reporter
by data-marketing
Claude CodeCodex

ML Model Builder

Build and evaluate ML models with proper feature engineering

Build and evaluate machine learning models - feature engineering, model selection, training, and evaluation.

Advancedcustom8.9k4.5
claude install community/ml-model-builder
by ml-tools
Claude CodeCodex

Test Data Generator

Generate realistic test data with proper relational structure

Generate realistic test data - users, orders, products, and complex relational datasets with faker integration.

Beginner5 min8.8k4.5
claude install community/test-data-generator
by test-tools
Claude CodeUniversal

Customer Feedback Analyzer

Extract themes and sentiment from customer feedback at scale

Analyze customer feedback at scale - sentiment analysis, theme extraction, and priority scoring.

Intermediate30 min8.6k4.5
claude install community/customer-feedback-analyzer
by product-analytics
Computer Use
new

Table 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.

Beginner5 min8.4k4.5
cu install table-extractor
by Anthropic
Claude CodeCodex

Time 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.

Advancedcustom8.2k4.5
claude install community/time-series-forecaster
by forecast-tools
Claude CodeUniversal

A/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.

Intermediate30 min7.8k4.5
claude install community/ab-test-designer
by experiment-tools
Claude CodeUniversal

Regex Builder

Build and test regex patterns with visual debugging

Build, test, and explain regular expressions with visual debugging and common pattern library.

Beginner5 min7.6k4.4
claude install community/regex-builder
by dev-utils
Claude CodeCodex

NLP Text Analyzer

Analyze text at scale with sentiment, entities, and topic modeling

Analyze text at scale - sentiment, entity extraction, topic modeling, and text classification.

Intermediate30 min7.4k4.4
claude install community/nlp-text-analyzer
by nlp-tools
Claude CodeCodex

Model Comparison

Compare ML models across accuracy, latency, and fairness metrics

Compare ML models side-by-side - accuracy, latency, resource usage, and fairness metrics.

Advancedcustom7.2k4.5
claude install community/model-comparison
by ml-tools
Claude CodeCodex

Feature Importance Analyzer

Understand which features drive your model with SHAP and PDPs

Analyze feature importance with SHAP values, permutation importance, and partial dependence plots.

Advanced30 min6.4k4.4
claude install community/feature-importance-analyzer
by ml-tools
Claude CodeCodex

A/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.

Intermediate30 min6.2k4.4
claude install community/ab-test-analyzer
by experiment-tools
Claude CodeCodex

Customer Segmentation

Segment customers with data-driven clustering and targeting profiles

Segment customers by behavior, value, needs, or demographics with data-driven clustering.

Intermediatecustom6.2k4.4
claude install community/customer-segmentation
by data-marketing
Claude CodeCodex

Cohort Analyzer

Run cohort analyses with retention curves and activation funnels

Run cohort analyses on user behavior - retention curves, revenue cohorts, and activation funnels.

Intermediate30 min6.2k4.4
claude install community/cohort-analyzer
by product-analytics
Claude CodeUniversal

Metrics Dashboard Designer

Design product dashboards with the right KPIs for your stage

Design product metrics dashboards with KPI selection, visualization types, and alerting thresholds.

Intermediate30 min5.8k4.3
claude install community/metrics-dashboard-designer
by analytics-tools
Claude CodeCodex

Anomaly Detector

Detect anomalies in data with statistical and ML methods

Detect anomalies in time series and tabular data using statistical and ML-based methods.

Intermediate30 min5.8k4.3
claude install community/anomaly-detector
by data-science
Claude CodeCodex

Funnel 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.

Intermediate30 min5.8k4.3
claude install community/funnel-analyzer
by product-analytics
Claude CodeCodex

Data Dictionary Generator

Generate data dictionaries with business context from database schemas

Generate data dictionaries from database schemas with descriptions, relationships, and business context.

Beginner30 min5.6k4.3
claude install community/data-dictionary-gen
by data-governance
Claude CodeCodex

Data 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.

Intermediate30 min5.4k4.3
claude install community/data-pipeline-tester
by data-quality
Aider
new

Aider Python Conventions

Set up Aider with Python type hinting and packaging conventions

Aider conventions for Python projects - type hints, packaging, documentation, and CI integration.

Beginner5 min4.2k4.2
curl -o .aider.conf.yml https://skills.dev/rules/aider-python
by aider-community

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