Analyze datasets

Best data analysis skills for AI agents

Discover skills for inspecting CSVs, summarizing datasets, creating charts, validating metrics, and helping agents reason over structured data.

Builders choosing skills for profile a dataset and generate charts. Ranked from the OpenAgentSkill index using quality, trust, freshness, adoption, and install readiness.

30
Ranked
3.0M
Stars
90
Top trust
Agent proven

Search intent

Find production-ready agent skills for data analysis workflows.

These pages are generated from real registry records. The list below is not a generic article; every row links to a skill profile with install, trust, audit, and risk fields.

#1

BettaFish

23 fitTrust 90Excellent 100Agent Proven Audit 93 · Safe to try

微舆:人人可用的多Agent舆情分析助手,打破信息茧房,还原舆情原貌,预测未来走向,辅助决策!从0实现,不依赖任何框架。

Excellent quality, 42K stars, and a 23 use-case fit score.

Best suited scenario

Load tabular data

42K starsJul 21, 2026 pushProduction candidateNeeds first agent runPythonData Analysis
$ npx skills add 666ghj/BettaFish
#2

Scientific Agent Skills

23 fitTrust 91Excellent 100Agent Proven Audit 94 · Safe to try

Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard.

Excellent quality, 33K stars, and a 23 use-case fit score.

Best suited scenario

Load tabular data

33K starsAug 3, 2026 pushProduction candidateNeeds first agent runPythonData Analysis
$ npx skills add K-Dense-AI/scientific-agent-skills
#3

Marimo

20 fitTrust 88Excellent 100Agent Proven Audit 92 · Safe to try

A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.

Excellent quality, 21K stars, and a 20 use-case fit score.

Best suited scenario

Load tabular data

21K starsJun 16, 2026 pushProduction candidateNeeds first agent runPythonDeveloper Tools
$ npx skills add marimo-team/marimo
#4

Deck.Gl

20 fitTrust 88Excellent 100Agent Proven Audit 91 · Safe to try

WebGL2 powered visualization framework

Excellent quality, 14K stars, and a 20 use-case fit score.

Best suited scenario

Load tabular data

14K starsJun 16, 2026 pushProduction candidateNeeds first agent runTypeScriptData Visualization
$ npx skills add visgl/deck.gl
#5

SandDance

19 fitTrust 87Excellent 100Agent Proven Audit 91 · Safe to try

Visually explore, understand, and present your data.

Excellent quality, 7.1K stars, and a 19 use-case fit score.

Best suited scenario

Load tabular data

7.1K starsJun 14, 2026 pushProduction candidateNeeds first agent runTypeScriptData Visualization
$ npx skills add microsoft/SandDance
#6

FinanceDatabase

18 fitTrust 87Excellent 100Agent Proven Audit 91 · Safe to try

This is a database of 300.000+ symbols containing Equities, ETFs, Funds, Indices, Currencies, Cryptocurrencies and Money Markets.

Excellent quality, 7.9K stars, and a 18 use-case fit score.

Best suited scenario

Retrieve market data

7.9K starsJun 17, 2026 pushProduction candidateNeeds first agent runPythonMarket Data
$ npx skills add JerBouma/FinanceDatabase
#7

Marketingskills

18 fitTrust 92Excellent 100Agent Proven Audit 94 · Safe to try

Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering.

Excellent quality, 41K stars, and a 18 use-case fit score.

Best suited scenario

Collect channel signals

41K starsJul 16, 2026 pushProduction candidateNeeds first agent runJavaScriptClaude Code
$ npx skills add coreyhaines31/marketingskills
#8

Taipy

17 fitTrust 88Excellent 100Agent Proven Audit 91 · Safe to try

Turns Data and AI algorithms into production-ready web applications in no time.

Excellent quality, 19K stars, and a 17 use-case fit score.

Best suited scenario

Inspect source files

19K starsMay 29, 2026 pushProduction candidateNeeds first agent runPythonDeveloper Tools
$ npx skills add Avaiga/taipy
#9

Notebooklm Py

17 fitTrust 87Excellent 100Agent Proven Audit 92 · Safe to try

Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw.

Excellent quality, 18K stars, and a 17 use-case fit score.

Best suited scenario

Inspect source files

18K starsAug 3, 2026 pushProduction candidateNeeds first agent runPythonAI Agents
$ npx skills add teng-lin/notebooklm-py
#10

Vectorbt

16 fitTrust 86Excellent 96Agent Proven Audit 88 · Safe to try

The backtesting engine that gives you an unfair advantage. Run thousands of trading ideas before others finish one.

Excellent quality, 7.9K stars, and a 16 use-case fit score.

Best suited scenario

Retrieve market data

7.9K starsJun 10, 2026 pushProduction candidateNeeds first agent runPythonFinance
$ npx skills add polakowo/vectorbt
#11

Agent Skills

16 fitTrust 78Excellent 100Agent Proven 19Audit 91 · Safe to try

Production-grade engineering skills for AI coding agents.

Excellent quality, 81K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

81K starsJul 26, 2026 pushStrong shortlistEarly agent signalShellAI Agents
$ npx skills add addyosmani/agent-skills
#12

Code Review

16 fitTrust 91Excellent 100Agent Proven Audit 94 · Safe to try

Review a branch or diff against repository standards and the originating spec in two independent analysis passes.

Excellent quality, 169K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

169K starsJul 13, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add mattpocock/skills --skill code-review
#13

Grill With Docs

16 fitTrust 88Excellent 100Agent Proven Audit 92 · Safe to try

A relentless interview that pressure-tests a plan against the codebase, sharpens domain language, and updates CONTEXT.md and ADRs when decisions become durable.

Excellent quality, 165K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

165K starsJul 10, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add mattpocock/skills --skill grill-with-docs
#14

Frontend Design

16 fitTrust 88Excellent 100Agent Proven Audit 92 · Safe to try

Guidance for distinctive, intentional UI design, typography, visual direction, and non-template-like product interfaces.

Excellent quality, 166K stars, and a 16 use-case fit score.

Best suited scenario

Inspect visual requirements

166K starsJul 24, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add anthropics/skills --skill frontend-design
#15

To Spec

16 fitTrust 88Excellent 100Agent Proven Audit 92 · Safe to try

Turn the current conversation and codebase context into a structured implementation spec, then publish it to the configured project issue tracker.

Excellent quality, 165K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

165K starsJul 10, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add mattpocock/skills --skill to-spec
#16

To Tickets

16 fitTrust 88Excellent 100Agent Proven Audit 92 · Safe to try

Break a plan, spec, or conversation into independently actionable tracer-bullet tickets with explicit blocking relationships.

Excellent quality, 177K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

177K starsJul 17, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add mattpocock/skills --skill to-tickets
#17

Webapp Testing

16 fitTrust 87Excellent 100Agent Proven Audit 92 · Safe to try

Use Playwright to interact with and test local web applications, capture screenshots, debug UI behavior, and inspect browser logs.

Excellent quality, 166K stars, and a 16 use-case fit score.

Best suited scenario

Navigate pages

166K starsJul 24, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add anthropics/skills --skill webapp-testing
#18

Gemini CLI

16 fitTrust 83Excellent 100Agent Proven Audit 89 · Needs review

Bring a coding agent directly into the terminal

Excellent quality, 106K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

106K starsJul 19, 2026 pushStrong shortlistNeeds first agent runGeminiCLI
$ npx skills add google-gemini/gemini-cli
#19

Superpowers

16 fitTrust 86Excellent 100Agent Proven Audit 91 · Safe to try

An agentic skills framework & software development methodology that works.

Excellent quality, 257K stars, and a 16 use-case fit score.

Best suited scenario

Inspect repository metadata

257K starsJul 17, 2026 pushProduction candidateNeeds first agent runShellAI Agents
$ npx skills add obra/superpowers
#20

Implement

16 fitTrust 88Excellent 100Agent Proven Audit 92 · Safe to try

Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.

Excellent quality, 176K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

176K starsJul 17, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add mattpocock/skills --skill implement
#21

Canvas Design

16 fitTrust 87Excellent 100Agent Proven Audit 92 · Safe to try

Create original visual art, posters, PNG assets, and PDF documents through a clear design philosophy.

Excellent quality, 166K stars, and a 16 use-case fit score.

Best suited scenario

Read uploaded files

166K starsJul 24, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add anthropics/skills --skill canvas-design
#22

Graphify

16 fitTrust 87Excellent 100Agent Proven Audit 92 · Safe to try

A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.

Excellent quality, 92K stars, and a 16 use-case fit score.

Best suited scenario

Understand table relationships

92K starsJul 20, 2026 pushProduction candidateNeeds first agent runPython
$ npx skills add Graphify-Labs/graphify
#23

Browser Use

16 fitTrust 87Excellent 100Agent Proven Audit 90 · Safe to try

🌐 Make websites accessible for AI agents. Automate tasks online with ease.

Excellent quality, 99K stars, and a 16 use-case fit score.

Best suited scenario

Navigate pages

99K starsJun 13, 2026 pushProduction candidateNeeds first agent runPythonAI Agents
$ npx skills add browser-use/browser-use
#24

Anthropic Brand Guidelines

16 fitTrust 88Excellent 100Agent Proven Audit 92 · Safe to try

Apply Anthropic official brand colors, typography, and visual standards to appropriate Anthropic-related artifacts.

Excellent quality, 166K stars, and a 16 use-case fit score.

Best suited scenario

Inspect visual requirements

166K starsJul 24, 2026 pushProduction candidateNeeds first agent runClaude CodeCodex
$ npx skills add anthropics/skills --skill brand-guidelines
#25

Codex

16 fitTrust 85Excellent 100Agent Proven Audit 89 · Safe to try

Lightweight coding agent that runs in your terminal

Excellent quality, 91K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

91K starsJun 16, 2026 pushStrong shortlistNeeds first agent runRustCoding Agent
$ npx skills add openai/codex
#26

Caveman

16 fitTrust 87Excellent 100Agent Proven Audit 90 · Safe to try

🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman

Excellent quality, 91K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

91K starsJul 3, 2026 pushProduction candidateNeeds first agent runJavaScriptClaude Code
$ npx skills add JuliusBrussee/caveman
#27

Andrej Karpathy Skills

16 fitTrust 85Excellent 100Agent Proven Audit 87 · Safe to try

A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

Excellent quality, 175K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

175K starsApr 20, 2026 pushStrong shortlistNeeds first agent runClaude Code
$ npx skills add multica-ai/andrej-karpathy-skills
#28

Ui Ux Pro Max Skill

16 fitTrust 92Excellent 100Agent Proven Audit 94 · Safe to try

An AI agent skill that provides design intelligence and UI/UX guidelines for building professional interfaces across multiple platforms.

Excellent quality, 107K stars, and a 16 use-case fit score.

Best suited scenario

Navigate pages

107K starsJul 14, 2026 pushProduction candidateNeeds first agent runPythonClaude Code
$ npx skills add nextlevelbuilder/ui-ux-pro-max-skill
#29

Open Design

16 fitTrust 91Excellent 100Agent Proven Audit 94 · Safe to try

🎨 Local-first, open-source Claude Design alternative. 🖥️ Native desktop app. ⚡ 259+ Skills · ✨ 142+ Design Systems 🖼️ Web · desktop · mobile prototypes · slides · images · videos · HyperFrames 📦 Sandboxed preview · HTML/PDF/PPTX/MP4 export 🤖 Claude Code / OpenClaw / Codex / Cursor / OpenCode / Qwen / Copilot / Hermes / Kimi & 17+ CLIs.

Excellent quality, 83K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

83K starsJul 31, 2026 pushProduction candidateNeeds first agent runTypeScriptAI Agents
$ npx skills add nexu-io/open-design
#30

Ponytail

16 fitTrust 91Excellent 100Agent Proven Audit 94 · Safe to try

Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.

Excellent quality, 86K stars, and a 16 use-case fit score.

Best suited scenario

Inspect source files

86K starsJul 15, 2026 pushProduction candidateNeeds first agent runJavaScriptAI Agents
$ npx skills add DietrichGebert/ponytail

Selection method

How this list is ranked

OpenAgentSkill scores each candidate against the workflow keywords, then balances fit with GitHub stars, quality signals, trust profile, Agent Proven outcome evidence, maintenance freshness, and whether there is a clear install path.

How does OpenAgentSkill rank data analysis?

The ranking combines workflow fit, quality score, trust profile, GitHub adoption, maintenance freshness, and whether a clear install path exists.

Should I install the top skill immediately?

No. Treat the list as a shortlist, open the skill detail page, inspect the repository and license, then test the install command in a sandbox workflow.

Can my agent consume this ranking through an API?

Yes. Use /api/skills/search with the related task or /api/agent/rankings?slug=best-data-analysis-skills to fetch ranked skill data.