Claude data analysis skill options: databases, scraping and reports

18 skills and skill packs reviewed. Sorted by verdict, then depth — how much real expertise ships with the skill — not by popularity.

Our picks

last30days

mvanhorn/last30days-skill

Research skill that searches Reddit, X, YouTube, Hacker News, Polymarket and more for the last 30 days, scores results by engagement, and writes a cited brief.

Recommended Broad access Depth 5/5

ToolUniverse

mims-harvard/ToolUniverse

Harvard MIMS lab's Python SDK, MCP server and 556 skills that give agents access to thousands of scientific databases and tools for biomedical research.

Recommended Broad access Depth 4/5

supabase-postgres-best-practices

skill in supabase/agent-skills

Supabase's Postgres performance and security rulebook: 34 rule files on queries, connections, schema, locking, RLS and monitoring, for any Postgres.

Recommended No issues Depth 3/5

All 18 reviewed

How we review
Skill Verdict Security Depth Stars Installs
last30days mvanhorn/last30days-skill Research skill that searches Reddit, X, YouTube, Hacker News, Polymarket and more for the last 30 days, scores results by engagement, and writes a cited brief.
Recommended Broad access 5/5 66K —
ToolUniverse mims-harvard/ToolUniverse Harvard MIMS lab's Python SDK, MCP server and 556 skills that give agents access to thousands of scientific databases and tools for biomedical research.
Recommended Broad access 4/5 1.8K —
supabase-postgres-best-practices skill in supabase/agent-skills Supabase's Postgres performance and security rulebook: 34 rule files on queries, connections, schema, locking, RLS and monitoring, for any Postgres.
Recommended No issues 3/5 2.9K 465K
Claude Ads AgriciDaniel/claude-ads Paid-media audit and operations skill covering 12 ad platforms, with per-platform audit skills, versioned JSON reports and approval-gated account changes.
Recommended Check first 3/5 11K —
Answer me with HTML QingYunA/answer-me-with-html Turns complex answers into a one-page HTML explainer: the model writes a short Markdown draft, and a bundled CLI generates layout, diagrams and dark mode.
Recommended Check first 3/5 4.6K —
NotFair Plugin nowork-studio/notfair-plugin 48 skills for SEO, GEO/AEO, paid media across six ad platforms, WordPress, GoHighLevel and GA4/Search Console analytics, backed by live-data workflows.
Recommended Check first 3/5 4.1K —
PM Skills Marketplace phuryn/pm-skills 69 product management skills and 42 command workflows in nine plugins, covering discovery, strategy, execution, analytics, launch and reviewing AI-built code.
Recommended No issues 2/5 27K —
AntV Infographic skills antvis/Infographic Agent skills from AntV's infographic engine: one writes a self-contained infographic from your text; four others help contributors extend its templates.
Recommended Check first 2/5 7.0K —
Scientific Agent Skills K-Dense-AI/scientific-agent-skills K-Dense's library of 177 science skills covering bioinformatics, chemistry, clinical research, data analysis, lab tooling and scientific writing.
With caveats Broad access 4/5 55K —
BrowserAct Skills browser-act/skills A browser-automation CLI skill with stealth browsers, CAPTCHA solving and handoff to a human, plus about 100 ready-made scraper skills for shops and lead sources.
With caveats Broad access 3/5 6.3K 193K
Firecrawl Skills firecrawl/skills Firecrawl's official catalog of 37 skills for web search, scraping, crawling and browser interaction, plus API integration and workflow recipes.
With caveats Check first 3/5 140 247K
Skill Seekers yusufkaraaslan/Skill_Seekers Python tool and MCP server that converts documentation sites, repos, PDFs and other sources into agent skills and RAG-ready knowledge, with 22 export targets.
With caveats Check first 3/5 15K —
k-skill NomaDamas/k-skill A Korean-language collection of about 125 skills for everyday Korean services: trains, buses, real estate, courts, delivery, public data, shopping and more.
With caveats Broad access 3/5 8.2K —
Google Maps Scraper gosom/google-maps-scraper Agent skill that runs the open-source gosom Google Maps scraper locally in Docker to collect business leads, reviews, emails and contact details.
With caveats Broad access 3/5 7.0K —
Apify Agent Skills apify/agent-skills Apify's official skills for scraping with its Actor marketplace and for building, converting and integrating Actors with the apify CLI.
With caveats Check first 3/5 2.5K —
Amazon Skills by Nexscope nexscope-ai/Amazon-Skills About 50 instruction-based skills for Amazon sellers: keywords, listings, FBA fees, PPC and Buy Box, with a few curl scripts.
With caveats Check first 2/5 814 78K
E-Commerce Skills by Nexscope nexscope-ai/eCommerce-Skills Mostly short, instruction-only skills for online sellers on Amazon, Shopify, eBay, Etsy, TikTok Shop and Walmart.
With caveats Check first 2/5 1.3K 63K
Azure Kusto (Azure Skills) skill in microsoft/azure-skills Single-file Microsoft skill for querying Azure Data Explorer (Kusto) with KQL: query patterns, schema discovery and best practices.
With caveats Check first 1/5 1.6K 569K

A Claude data analysis skill is rarely one thing. In our catalog the data category mixes three kinds of work: query and schema rules for databases, collecting data from the web, and turning numbers into reports or charts. We reviewed 18 skills: 8 get an install verdict and 10 come with caveats.

Few of these are notebook style analysis skills that load a CSV and plot it. If that is your job, check whether you need a skill at all. The ones here help most where you need fixed rules, integrations or a set output format.

What to look for in a Claude data analysis skill

Start with the source of truth. A database rulebook such as Supabase’s is useful because it encodes constraints the agent would otherwise guess: query shape, connections, locking, row level security. A scraping or research skill is only as safe as the services it calls.

Check where credentials go. Data skills often take database URLs, API tokens or paid-service keys. Look for skills that send a key only to the service it belongs to. Check what leaves your machine: scraped pages and exports can contain customer data, and the Claude Code docs warn you to verify that you trust each connected server.

Then check whether the skill can write. Reading a database is one risk, running migrations another. Keep production access read-only. Of the 18 skills, 2 are clean, 10 are marked “review” and 6 have broad access. The security page explains the labels.

  • supabase-postgres-best-practices is clean. A 3 KB entry file points to 34 rule files on queries, connections, schema, locking, RLS and monitoring. It works for any Postgres, not only Supabase, and it has about 465,000 recorded installs.
  • PM Skills Marketplace is clean: 69 product management skills and 42 command workflows in nine plugins, covering discovery, strategy, analytics and launch. It is mostly Markdown with no integrations. One note: the README includes an optional Windows workaround that creates a SYSTEM level scheduled task, so read it before copying commands.
  • AntV Infographic skills turn your text into a self-contained infographic. The creator skill is useful alone; the other four matter only if you contribute to the library. The generated HTML pulls the AntV library from unpkg at the latest version, so pin it if you ship the output.
  • Claude Ads reads exported ad platform data and writes versioned JSON reports. It is read-only by default and approval gated for changes. It needs Python 3.11 or 3.12.
  • ToolUniverse gives an agent access to thousands of scientific databases through a Python SDK and MCP server. It is deep and we label it broad access, so see the science category for its notes.

On the cautious side, the Microsoft azure-kusto skill is a single file of KQL patterns for Azure Data Explorer and is only worth installing if you run Kusto. Nexscope’s Amazon Skills are mostly prompts without data behind them.

For web data collection, see browser skills. For market and search analysis, see SEO and marketing. The category page lists all 18, and how we review covers scoring.