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.
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agentskillexchange Skill Xan Simd Powered CSV Processing And Analysis CLIxan is a high-performance command-line tool for processing CSV files, written in Rust with a novel SIMD CSV parser. It offers filtering, slicing, aggregation, sorting, joining, and visualization of CSV data, with its own expression language for complex transformations and support for adjacent data formats.
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agentskillexchange Skill Database Migration ValidatorValidates SQL database migrations for safety using pg_stat_statements analysis and pt-online-schema-change dry-run mode. Checks for long-running locks, missing indexes on foreign keys, and backward-incompatible column changes.
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agentskillexchange Skill Tesseract Ocr Data ExtractorExtracts structured data from scanned documents using Tesseract OCR engine with LSTM models. Supports table detection via OpenCV contour analysis and outputs to CSV, JSON, or Pandas DataFrames.
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agentskillexchange Skill Nushell Structured Data ShellA modern shell that treats all input as structured data rather than plain text streams. Nushell provides built-in support for JSON, YAML, TOML, CSV, SQLite, and Excel, with typed pipelines that enable safe filtering, sorting, and transformation without string parsing.
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agentskillexchange Skill Polars Blazing Fast Dataframe Query EnginePolars is an extremely fast DataFrame library written in Rust with Python, Node.js, and R bindings. This skill enables agents to leverage Polars for high-performance data manipulation, transformation, and analytical queries on structured datasets.
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agentskillexchange Skill Google Search Console Performance AnalyzerPulls search analytics from Google Search Console's /searchanalytics/query API to identify declining pages and keyword cannibalization. Calculates CTR optimization opportunities by comparing actual vs expected click-through rates.
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agentskillexchange Skill Salesforce Bulk API Sync AgentPerform high-volume data synchronization with Salesforce using the Bulk API 2.0 for CSV-based upsert, delete, and query operations. Handles OAuth 2.0 JWT bearer flow authentication via jsforce.
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agentskillexchange Skill Browser Session Replay AnalyzerRecords and replays browser sessions using rrweb recording library with DOM mutation serialization. Integrates with LogRocket API and FullStory Data Export API for session analytics.
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agentskillexchange Skill CSV Schema Validator Auto FixerValidates CSV files against JSON Schema definitions using AJV and csv-parse. Automatically detects and repairs type mismatches, missing required columns, and encoding issues with configurable strictness levels.
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agentskillexchange Skill Csvkit Python CSV Utility Suitecsvkit is a suite of Python command-line utilities for converting to, working with, and analyzing CSV files. It includes tools for format conversion, querying CSV with SQL, data cleaning, filtering, sorting, and statistical analysis.
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agentskillexchange Skill Pglite Embeddable Wasm Postgres For Browser And Node JSPGlite is a WASM build of Postgres packaged as a TypeScript library that runs a full Postgres database in the browser, Node.js, Bun, and Deno. At only 3.7MB gzipped, it enables local-first applications with real SQL capabilities and no external database dependencies.
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agentskillexchange Skill Salesforce Bulk API Data LoaderPerforms high-volume data operations using the Salesforce Bulk API 2.0. Creates ingest jobs with createJob(), uploads CSV batches, and monitors job status via getJobInfo() for millions of records.
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agentskillexchange Skill Snowflake Query Optimizer AgentAnalyzes and optimizes Snowflake SQL queries using the QUERY_HISTORY and ACCESS_HISTORY views in ACCOUNT_USAGE. Identifies expensive scans, recommends clustering keys, and monitors warehouse credit consumption via WAREHOUSE_METERING_HISTORY.
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agentskillexchange Skill Pandas Dataframe Schema EnforcerValidates and transforms Pandas DataFrames using Pandera schema definitions with column-level dtype, nullable, and custom check constraints. Auto-generates Pandera schema code from sample DataFrames.
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agentskillexchange Skill Parquet Column Pruning OptimizerOptimizes Apache Parquet file reads using PyArrow column pruning and predicate pushdown. Analyzes query patterns to recommend row group sizing and dictionary encoding strategies.
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agentskillexchange Skill Xsv High Performance CSV Toolkitxsv is a fast CSV command-line toolkit written in Rust by Andrew Gallant (BurntSushi). It provides indexing, slicing, analyzing, splitting, joining, searching, sampling, and statistics operations on CSV files with exceptional speed and memory efficiency.
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agentskillexchange Skill Pandas Dataframe Schema ValidatorValidates Pandas DataFrame structures using the pandera library API and pa.DataFrameSchema definitions. Enforces column types, nullable constraints, and custom check functions via pandera.Check.
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agentskillexchange Skill Snowflake Query History ExtractorExtracts query history and performance metadata from Snowflake using the Snowflake Python Connector and INFORMATION_SCHEMA.QUERY_HISTORY view. Identifies expensive queries by credits consumed, data scanned, and spillage to remote storage. Exports results to a Pandas DataFrame for downstream analysis or Slack reporting.
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agentskillexchange Skill Sqlc Type Safe SQL Code Generatorsqlc is a SQL compiler that generates type-safe Go, Python, Kotlin, and TypeScript code from plain SQL queries. You write SQL, run sqlc, and get fully typed data access functions with compile-time safety — no ORM, no reflection, no runtime query building.
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agentskillexchange Skill Tabula PDF Table Extraction AgentUses Tabula Java library via tabula-py bindings to detect and extract tables from PDF documents. Supports both lattice and stream extraction modes with configurable area coordinates and outputs to pandas DataFrames or CSV.
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agentskillexchange Skill Yq YAML And Structured Data ProcessorProcess, query, and transform YAML, JSON, XML, CSV, TOML, and properties files from the command line using yq. Supports jq-like expressions for reading, updating, and converting between formats.
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agentskillexchange Skill Miller CSV Tsv JSON Data ProcessorMiller (mlr) is a command-line tool for querying, shaping, and reformatting name-indexed data such as CSV, TSV, JSON, and JSON Lines. It combines the functionality of awk, sed, cut, join, and sort into a single tool purpose-built for structured data processing.
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agentskillexchange Skill Parquet Column Statistics ProfilerProfiles Apache Parquet files using pyarrow metadata APIs to extract column statistics, row group distributions, and encoding efficiency metrics without reading full datasets.
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agentskillexchange Skill Postgresql Vacuum Deadlock RunbookAutomates PostgreSQL vacuum and autovacuum troubleshooting via pg_stat_user_tables, pg_locks, and pg_stat_activity views. Detects table bloat using pgstattuple extension and generates remediation SQL for long-running transaction conflicts.
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agentskillexchange Skill Sqlfluff SQL Linter And Auto FormatterLint and auto-format SQL code across 30+ dialects using SQLFluff. Enforces consistent style, catches syntax issues, and supports Jinja/dbt templating for ELT workflows.
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agentskillexchange Skill Stripe Revenue Analytics Dashboard BuilderPulls MRR, churn, and LTV metrics from the Stripe Data API using the stripe Node.js SDK and transforms the data using Apache Arrow. Aggregated metrics are pushed to a Metabase dashboard via the Metabase API and refreshed nightly using a cron-triggered Lambda function.
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agentskillexchange Skill Stripe Revenue Reconciliation AgentUses the Stripe API to pull charge, refund, dispute, and payout records within a configurable date window and reconciles them against expected revenue figures. Flags mismatches, duplicate charges, and unmatched refunds, outputting a CSV report with Stripe object IDs.
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agentskillexchange Skill Umami Privacy Focused Web Analytics PlatformUmami is a modern, privacy-focused, open-source web analytics platform and a self-hostable alternative to Google Analytics, Mixpanel, and Amplitude. It collects website traffic data without cookies and is fully GDPR compliant.
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agentskillexchange Skill Activitywatch Cross Platform Automated Time Tracker And ProdActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.
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agentskillexchange Skill Plane Open Source Project Management PlatformPlane is an open-source project management platform that serves as a self-hostable alternative to Jira, Linear, and ClickUp. It provides issue tracking, sprint cycles, product roadmaps, collaborative documents, and project analytics with a modern interface and full data ownership.
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agentskillexchange Skill Chartdb Database Schema Visualization And Diagram EditorChartDB is a web-based database diagramming editor that instantly visualizes your schema from a single SQL query. It supports AI-powered DDL export for cross-database migration, interactive schema editing, and works entirely in the browser with no account required.
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agentskillexchange Skill GRAPHQL Schema Documentation GeneratorGenerates interactive API documentation from GraphQL schemas using graphql-js introspection queries and SpectaQL. Annotates fields with usage analytics from Apollo Studio API.
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agentskillexchange Skill Heisenberg Supply Chain Health CheckerAn open-source software supply chain health check tool that analyzes dependencies using deps.dev, SBOMs, and external advisories. Heisenberg generates health scores, detects risky packages, and produces CSV reports for individual dependencies or entire GitHub organization portfolios.
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agentskillexchange Skill Metabase Dashboard Snapshot AlertingUses the Metabase REST API to export question results as CSV and render dashboard PNGs on schedule. Compares key metrics against user-defined thresholds and fires alerts to PagerDuty or Slack when anomalies are detected. Supports multi-instance Metabase deployments.
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agentskillexchange Skill Unkey Open Source API Key Management And Rate Limiting PlatfUnkey is an open-source developer platform for managing API keys, rate limiting, and usage analytics. It provides a fast, globally distributed key verification system that integrates into any API with minimal code changes.
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agentskillexchange Skill Hyperfine Command Line Benchmarking ToolBenchmark command-line programs with statistical rigor using Hyperfine. Performs warmup runs, detects outliers, exports results in JSON/CSV/Markdown, and supports parameterized benchmarks for comparison.
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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 Miller CSV TSV JSON Data Processor, Parquet Column Statistics Profiler, xan SIMD-Powered CSV Processing and Analysis CLI. 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.