Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
Search and filter AI skills
AI skills directory results
Drilling Operations Analyst
Quantitative drilling performance analysis across the well lifecycle covering wellbore positioning, drilling efficiency, and economics. Use when asked to 'calculate a wellbore survey', 'run minimum…
Governance
Power Platform governance, DLP policies, Center of Excellence, tenant administration. Use when: DLP, data loss prevention, governance, CoE, Center of Excellence, tenant settings, sharing limits,…
Pm Experimentation Ab
Design or critique an A/B test or controlled product experiment with statistical rigor — pre-registered falsifiable hypothesis, sample-size/power up front, a full business cycle, one primary metric…
80 20 Feature Prioritization
Use this skill when scoping a roadmap, prioritizing features, planning an MVP, or deciding what to ship and what to defer. Trigger when the user asks "what should we build next?", "is this feature…
Modal
Modal is a serverless cloud platform for running Python on demand, including on-demand GPUs. Use when deploying or serving AI/ML models, running GPU-accelerated workloads (training, fine-tuning,…
Agent Observability
Instrument AI agents with tracing, token metrics, latency, and cost visibility. Use for reliability and debugging.
Nature Ref Verifier
对学术文献逐条执行多源交叉验证,逐字段对比作者、标题、年份、卷期、页码, 标记卷年/DOI年冲突、作者顺序异常、页码偏差等问题,输出结构化验证报告。 可批量处理整篇论文/开题报告的参考文献列表,也可单条校验,支持与 Zotero 同步修正。
Twitter Hand Skill
Expert knowledge for AI Twitter/X management — API v2 reference, content strategy, engagement playbook, safety, and performance tracking
Kubesphere Servicemesh
KubeSphere ServiceMesh extension management Skill (Istio + Kiali + Jaeger). Use this skill for the ServiceMesh extension Configuration (covers installation, uninstallation, status checks),…
Faiss
Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index types (Flat, IVF, HNSW). Use for fast k-NN search,…
Database Optimizer
Optimizes database queries and improves performance across PostgreSQL and MySQL systems. Use when investigating slow queries, analyzing execution plans, or optimizing database performance. Invoke for…
Wechat Channels Ops Worker
在 iPolloWork 当前会话中管理微信视频号本地草稿、素材和账号,通过账号独立浏览器执行已授权发布、作品同步和评论回复,记录真实页面结果。
Mcp Artifact Integration
Integrate Lightdash MCP query results into Claude-created HTML or React artifacts. Covers host bridges, response envelopes, polling, errors, CSV fallback and chart data. Not needed for ordinary chat…
Tutorial
Interactive tutorial teaching Ouroboros hands-on
Sn Search Social Cn
用于搜索中文社交平台。脚本入口覆盖 B站视频、知乎问答和抖音视频;小红书、微博当前没有脚本入口,只能通过 browser-use / 公开网页兜底。
Wireshark Analysis
This skill should be used when the user asks to "analyze network traffic with Wireshark", "capture packets for troubleshooting", "filter PCAP files", "follow TCP/UDP streams", "detect network…
Seaborn
Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots,…
Gtars
High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models,…
Research Repository
Build a repository that makes findings findable, reusable, and cumulative across teams. Use when the same research keeps getting redone. For synthesising one study, use `affinity-diagram`.
Bio Crispr Screens Crispresso Editing
CRISPResso2 for analyzing CRISPR gene editing outcomes. Quantifies indels, HDR efficiency, and generates comprehensive editing reports. Use when analyzing amplicon sequencing data from CRISPR editing…
Expo Native Ui
Framework (OSS). Build beautiful, native-feeling Expo screens. Covers Apple HIG styling, semantic colors, native controls, SF Symbols, media, visual effects, gradients, storage, and responsive layout.…
Resume Tailor
Customize resume for specific job postings while maintaining truthfulness
Crash Analytics
When the user wants to monitor, triage, or reduce their app's crash rate — including setting up Crashlytics, prioritizing which crashes to fix first, interpreting crash data, and understanding how…
Complete Todo
Mark the plan as completed and generate a summary report. Call when ALL steps are done. Returns execution summary with success/failure statistics.
Comps Analysis
Comparable company analysis: peer set, operating metrics, valuation multiples, statistics and an implied value. Triggers on comps, trading comparables, how does it trade against peers, peer…
Radiology Skills
Use when planning, auditing, writing, or revising radiomics, medical imaging AI, and radiology deep learning studies for Radiology/RSNA, Nature-portfolio, Lancet, Cell, npj, European Radiology, or…
Community Report
Publish a battle report after significant evolution progress.
Frontend Visual Qa
Audits already-rendered UI — web app, deck/slide, dashboard, design-system, or Electron/native app — via real-browser/native-app journeys and a Playwright sweep. Use after UI implementation to find…
Ai Evals
Help users build robust infrastructure for measuring, monitoring, and iterating on AI product performance using human, code-based, and LLM-as-a-judge methodologies.
Database Performance
Database access patterns for performance. Separate read/write models, avoid N+1 queries, use AsNoTracking, apply row limits, and never do application-side joins. Works with EF Core and Dapper.
Config Audit
Run a full audit of the user's Claude Code configuration via the Agent Monitor Config Explorer API: counts per surface (user vs project), duplicate or overlapping skills and subagents, hooks that run…
Rdkit
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard…
Research Literacy
Core scientific methodology principles: research planning, method justification, assumption checking, and human-in-the-loop decision making for cognitive science and neuroscience
Scanpy
Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory…
Jupyter Live Kernel
Execute code in a stateful Jupyter kernel session, maintaining variables across cells using hamelnb or jupyter CLI
Sales Enablement
When the user wants to create sales collateral, pitch decks, one-pagers, objection handling docs, or demo scripts. Also use when the user mentions 'sales deck,' 'pitch deck,' 'one-pager,'…
Bioconductor Pcamethods
Provides Bayesian PCA, Probabilistic PCA, Nipals PCA, Inverse Non-Linear PCA and the conventional SVD PCA. A cluster based method for missing value estimation is included for comparison. BPCA, PPCA…
List Builder
META skill — build the largest possible qualified lead list for any request, end to end. Orchestrates discovery (Prospeo + GetLeads + Blitz + Google Maps + lookalike snowball from /list-expander), AI…
Demand Gen
Build a demand generation strategy and multi-channel campaigns. Use when the user says "demand gen", "demand generation", "lead generation strategy", "pipeline generation", "multi-channel campaign",…
Observability Llm Obs
Answer questions about LLM and agentic-application behavior from data already ingested into Elastic: latency and error rate, token and cost utilization, response quality and guardrail events, and…
Cellxgene Census
Query CZ CELLxGENE Census (61M+ cells). Filter by cell type/tissue/disease, retrieve expression data, integrate with scanpy/PyTorch, for population-scale single-cell analysis.
Shopify Shopifyql
Answer a merchant's **analytics and reporting** questions with **ShopifyQL** — Shopify's query language for aggregated store metrics that the Admin GraphQL API cannot compute. Choose this (not…
Book Ddia Data Design
Guides data-intensive design checks for consistency, reliability, schema evolution, and data flow risks. In strict tasks, mandatory before design stabilizes or implementation begins when changing…
Mysql
Execute read-only SQL queries against multiple MySQL databases. Use when: (1) querying MySQL databases, (2) exploring database schemas/tables, (3) running SELECT queries for data analysis, (4)…
Create Skill
Create a new skill or update an existing skill that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations. Use when the user asks to "create a skill", "make a new…
Network Attack
Use when attacking a network or moving laterally — L2/L3 poisoning (LLMNR/mDNS, ARP/DHCP, mitm6), coercion + NTLM relay (CVE-2025-33073), TUN pivoting (Ligolo-ng/Chisel), MitM, network-service RCE…
Multipanel
Assemble multiple plots into ONE publication-ready multi-panel journal figure (e.g. Figure 1 with panels A, B, C). Use whenever the user asks to combine, compose, or lay out several plots as a single…
Databricks Iceberg
Apache Iceberg tables on Databricks — Managed Iceberg tables, External Iceberg Reads (fka Uniform), Compatibility Mode, Iceberg REST Catalog (IRC), Iceberg v3, Snowflake interop, PyIceberg, OSS Spark,…
Cwicr Assembly Builder
Build cost assemblies from CWICR work items. Combine multiple items into reusable templates for common construction elements.
Linkedin Ads Optimization
Troubleshoot and optimize LinkedIn Ads campaigns for better performance. Use when the user asks about LinkedIn ads not working, low CTR, high CPL, creative fatigue, LinkedIn ads troubleshooting,…
Champion Identifier
Analyze LinkedIn profiles in target accounts to identify potential internal champions. Evaluates role, career path, mutual connections, interests, and suggests personalization approach. Use when you…

