Data Analysis AI Skills

1,532 open-source Data Analysis AI skills that teach any AI model a new workflow.

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PatternsDev logo

Static Rendering

PatternsDev
Organization

Teaches static rendering (SSG) for build-time HTML generation. Use when your pages don't change per request and can be pre-rendered at build time for maximum cacheability and performance.

27
250
Instructions
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Kilo-Org logo

Csv Wrangling

Kilo-Org
Organization

Standard workflow order, tool selection matrix, and composition patterns for qsv CSV data wrangling

168
179
Instructions
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vasilyu1983 logo

Dev Ai Coding Metrics

vasilyu1983
Community

Measures AI coding impact and extension robustness. Use when tracking delivery, quality trajectories, cost, experience, pilots, scorecards, or leadership reporting.

19
87
21 files
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MRCalderon3D logo

Telemetry Instrumentation

MRCalderon3D
Community

Implement analytics and observability hooks that answer product questions without creating noise or privacy risk.

13
85
Instructions
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K-Dense-AI logo

Geopandas

K-Dense-AI
OrganizationPopular

Guidance and local audit tools for Python workflows that directly use GeoPandas GeoSeries, GeoDataFrame, spatial operations, or vector-data I/O.

4.1K
45.4K
13 files
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wshobson logo

Spark Optimization

wshobson
CommunityPopular

Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines.

4.2K
39.8K
1 files
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google logo

Bigtable Basics

google
OrganizationPopular

Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column families, writing SQL queries or client…

1.6K
20.1K
7 files
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danielmiessler logo

Telos

danielmiessler
CommunityPopular

Dual-context skill: Personal TELOS reads and updates goals, beliefs, narratives, strategies, and more with timestamped backups; Project TELOS analyzes .md/.csv directories for dependency chains,…

2.5K
19K
55 files
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OpenSenseNova logo

Sn Da Non Spreadsheet Analysis

OpenSenseNova
OrganizationPopular

Word / PDF / PPT 文档解析与数据分析引擎。覆盖三类文件格式的全量提取、表格数值化、图表理解与跨文档汇总分析。**遇到以下任一情况就主动使用本 skill**:①用户上传或指定了 .docx / .doc / .pdf / .pptx / .ppt 文件并要求分析、提取或统计其中内容;②用户出现触发词:Word分析 / PDF解析 / PPT提取 / 文档分析 / 报告解析 /…

392
5.6K
Instructions
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foryourhealth111-pixel logo

Etetoolkit

foryourhealth111-pixel
CommunityPopular

Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics.

288
3.3K
5 files
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aws logo

Connecting To Data Source

aws
OrganizationPopular

Create and troubleshoot AWS Glue connections to JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS), Redshift, Snowflake, and BigQuery. Gathers connection hints from user, discovers existing…

311
2.7K
7 files
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aipoch logo

Km Survival Curve

aipoch
OrganizationPopular

Use when generating Kaplan-Meier survival curves from tabular survival data containing time, event status, and a precomputed risk group. Supports command-line parameter input, parameter validation,…

175
1.9K
12 files
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TerminalSkills logo

Apache Spark

TerminalSkills
Organization

Process large-scale data with Apache Spark. Use when a user asks to process big data, run distributed computations, build ETL pipelines, perform data analysis at scale, or use PySpark for data…

21
155
1 files
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sendaifun logo

Wallet Analysis

sendaifun
Organization

Analyze Solana wallets and multichain portfolios with Zerion API. Use for Solana portfolio value, token positions, transaction history, wallet charts, and PnL. Prefer direct REST API integration, with…

81
128
2 files
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K-Dense-AI logo

Get Available Resources

K-Dense-AI
OrganizationPopular

Detect host inventory and effective CPU, memory, disk, scheduler, container, and accelerator limits when a user asks for resource-aware planning or before a clearly resource-sensitive local workload.…

4.1K
45.4K
8 files
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wshobson logo

Postgresql Table Design

wshobson
CommunityPopular

Use this skill when designing or reviewing a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features

4.2K
39.8K
1 files
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alirezarezvani logo

Cto Advisor

alirezarezvani
CommunityPopular

Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Use when assessing technical debt, scaling engineering teams, evaluating technologies, making…

3.7K
26.1K
5 files
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deanpeters logo

Positioning Statement

deanpeters
CommunityPopular

Create a Geoffrey Moore-style positioning statement. Use when clarifying who you serve, what problem you solve, your category, and why you're different from alternatives.

831
7K
3 files
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OpenSenseNova logo

Pdf Analysis

OpenSenseNova
OrganizationPopular

PDF 文档解析。自动区分文字型 PDF 与扫描型 PDF,覆盖:文本/表格提取、多页全量扫描、嵌入图表 caption、单位感知数值计算。

392
5.6K
Instructions
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aiming-lab logo

Idempotent Script Design

aiming-lab
OrganizationPopular

Use this skill when writing scripts, cron jobs, data pipelines, or any automated process that may be run multiple times. Design every operation to be safely re-runnable without side effects.

454
3.5K
Instructions
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foryourhealth111-pixel logo

Evals Context

foryourhealth111-pixel
CommunityPopular

Provides context about the Roo Code evals system structure in this monorepo. Use when tasks mention "evals", "evaluation", "eval runs", "eval exercises", or working with the evals infrastructure.…

288
3.3K
Instructions
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NVIDIA logo

Doca Argus

NVIDIA
OrganizationPopular

Use this skill when the user is deploying or operating the DOCA Argus Service — the packaged BlueField-side runtime-security container that watches the BlueField and attached host for suspicious…

397
3.3K
7 files
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aws logo

Creating Data Lake Table

aws
OrganizationPopular

Create managed Iceberg tables using Amazon S3 Tables (s3tables API namespace) with automatic compaction and snapshot management. Sets up table bucket, namespace, table, schema, Glue catalog…

311
2.7K
4 files
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yaklang logo

Injection Checking

yaklang
OrganizationPopular

Entry P1 category router for injection testing. Use when routing between XSS, SQLi, SSRF, XXE, SSTI, command injection, and NoSQL injection workflows based on how attacker-controlled input is…

292
2.2K
1 files
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mvanhorn logo

Pp Axs

mvanhorn
CommunityPopular

SRAM AXS CLI for bikes, components, registrations, ride activities, and synced component-summary analytics. Trigger phrases: `list my SRAM components`, `register a SRAM component`, `show my AXS…

614
2K
Instructions
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xu-xiang logo

Django Verification

xu-xiang
CommunityPopular

Django项目的验证循环:迁移、代码检查、带覆盖率的测试、安全扫描,以及在发布或PR前的部署就绪检查。

318
1.9K
Instructions
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aipoch logo

Knn Imputation

aipoch
OrganizationPopular

Use when filtering genes with high missingness and then imputing missing values in a bulk expression matrix with group-aware KNN through DMwR2, where donor samples are restricted by one annotation…

175
1.9K
13 files
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gooseworks-ai logo

Ad Campaign Analyzer

gooseworks-ai
OrganizationPopular

Analyze ad campaign performance data (Google, Meta, LinkedIn) to identify what's working, what's wasting budget, and specific cut/scale/test recommendations. Runs statistical analysis, funnel…

208
1.2K
1 files
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seb1n logo

Database Schema Design

seb1n
Community

Design normalized database schemas with tables, relationships, indexes, and constraints for any application domain. Use when the user requests database schema design or provides relevant inputs for…

35
188
Instructions
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bitwarden logo

Scoping And Handing Off To Teams

bitwarden
Organization

Phase 4 (Scoping & Commitment) deep-dive playbook — High-Level Architecture Plan, child epics, per-team handoffs, leadership go/no-go.

19
149
Instructions
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serac-labs logo

Performance Analytics

serac-labs
Organization

Build ServiceNow Performance Analytics — pa_indicators (count/sum/avg/percentage), pa_breakdowns, pa_thresholds with severity colors, pa_widgets, and pa_dashboards for KPI tracking.

26
78
Instructions
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lovstudio logo

Lov Do They Love Me

lovstudio
Organization

把两个人的微信私聊做成有证据的恋爱指数分析:量化互动节奏,用本地模型区分工作/情感/生活内容,再产出一张手机竖版信息图。Use when the user says “分析我们的聊天记录”“他/她爱不爱我”,or asks for a chat relationship analysis.

17
67
22 files
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ww-w-ai logo

Bkend Guides

ww-w-ai
Organization

bkend.ai operational guides, troubleshooting, and platform comparison. Covers migration guides, performance optimization, testing strategy, common error solutions, and FAQ. Triggers: migration,…

16
66
Instructions
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K-Dense-AI logo

Gget

K-Dense-AI
OrganizationPopular

Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST/BLAT, viral sequence downloads, AlphaFold structures, enrichment analysis, OpenTargets, COSMIC,…

4.1K
45.4K
8 files
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github logo

Azure Resource Health Diagnose

github
OrganizationPopular

Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.

5K
39.1K
Instructions
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phuryn logo

Metrics Dashboard

phuryn
CommunityPopular

Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, defining KPIs, setting up product…

2.8K
26.4K
Instructions
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OpenSenseNova logo

Ppt Analysis

OpenSenseNova
OrganizationPopular

PPT (.pptx/.ppt) 全量解析。覆盖:所有 slide 文本/表格/图表提取、嵌入图片 caption、纯图片 slide 渲染识别、数据标签提取。

392
5.6K
Instructions
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davepoon logo

Dexpaprika Api

davepoon
CommunityPopular

Access DeFi data from DexPaprika: token prices, liquidity pools, OHLCV, transactions across 34+ blockchains and 30M+ pools. Free, no API key needed. Install MCP: add https://mcp.dexpaprika.com/sse as…

509
3.5K
Instructions
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Netw0rkNoob logo

Web Pentest

Netw0rkNoob
OrganizationPopular

Web应用渗透测试 — 针对Web应用的完整渗透流程,含技术栈识别、目录枚举、认证测试、输入验证、逻辑漏洞

454
3.4K
3 files
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LeoYeAI logo

Admapix

LeoYeAI
CommunityPopular

Ad intelligence & app analytics assistant. Search ad creatives, analyze apps, view rankings, track downloads/revenue, and get market insights via api.admapix.com. Triggers: 找素材, 搜广告, 广告素材, 竞品分析, 广告分析,…

325
2.1K
9 files
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aipoch logo

Lasso Logistics Analysis

aipoch
OrganizationPopular

Use when building a binary classification model from an expression matrix or other omics feature matrix with LASSO logistic regression, cross-validation, and coefficient path visualization. NOT for:…

175
1.9K
20 files
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microsoft logo

Azure Kusto

microsoft
OrganizationPopular

Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL for log analytics, telemetry, and time series analysis. WHEN: KQL queries, Kusto database queries, Azure Data Explorer, ADX…

246
1.5K
Instructions
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proffesor-for-testing logo

Qe Defect Intelligence

proffesor-for-testing
Community

Predicts defect-prone code using change frequency, complexity metrics, and historical bug patterns. Use when predicting defects before they escape, analyzing root causes of test failures, learning…

92
480
3 files
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aiskillstore logo

Sql Patterns

aiskillstore
Organization

Quick reference for common SQL patterns, CTEs, window functions, and indexing strategies. Triggers on: sql patterns, cte example, window functions, sql join, index strategy, pagination sql.

45
427
3 files
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aj-geddes logo

Classification Modeling

aj-geddes
Community

Build binary and multiclass classification models using logistic regression, decision trees, and ensemble methods for categorical prediction and classification

55
340
2 files
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simota logo

Pdm

simota
Community

Navigating delivery status read-only: reconciles planned scope (specs/roadmap/PRD) against implemented code for what's built vs left. Not for priority scoring (Rank) or AC conformance (Attest).

14
80
8 files
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affaan-m logo

Android Clean Architecture

affaan-m
CommunityPopular

Android と Kotlin Multiplatform プロジェクトのクリーンアーキテクチャパターン — モジュール構造、依存関係ルール、UseCase、Repository、データ層パターン。

39.1K
261.1K
Instructions
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K-Dense-AI logo

Ginkgo Cloud Lab

K-Dense-AI
OrganizationPopular

Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable Automation Carts (RACs). Use when the user wants to…

4.1K
45.4K
17 files
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google logo

Cloud Logging Configuration Basics

google
OrganizationPopular

Configure single-project Google Cloud Logging: regional log buckets, log sinks, log views, restricting or hiding sensitive logs in the default view (_Default) filter, IAM permissions for views (Logs…

1.6K
20.1K
Instructions
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AgriciDaniel logo

Ads Attribution

AgriciDaniel
CommunityPopular

Audit cross-platform attribution, conversion definitions, reporting windows, GA4, AdServices and AdAttributionKit, MMPs, browser and server events, offline conversions, and platform reconciliation.…

1.4K
9.4K
Instructions
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cursor logo

Principle Build The Lever

cursor
OrganizationPopular

Apply to any non-trivial work, not just bulk work: edits, migrations, analyses, checks. Build the tool that does it or proves it (codemod, script, generator, or a skill your subagents follow) instead…

728
8K
Instructions
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