Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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Data Modeling
This skill should be used when designing a database schema, modeling data, choosing a database, planning migrations, or setting up multi-tenancy for a SaaS. Trigger phrases include "design the…
Metrics Review
Stress-tests a metric claim against five common failure modes — definition, sample & power, comparison, window, counter-metric — so the user can trust, distrust, or follow up on the number. Works on…
Attribution
When the user wants to figure out which marketing actually drives conversions and revenue, choose or interpret an attribution model, or reconcile conflicting numbers across tools. Also use when the…
Labarchive Integration
Integrates with the official LabArchives ELN REST-like API and Inventory API v1. Supports regional endpoint selection, signed-request construction, user authorization and UID flows, local LA container…
Cognee Improve Sessions
Use when working with cognee's session memory or improve() — storing conversation turns, agent traces and feedback with session_id, bridging sessions into the permanent graph, reading an…
Ctx Purge
Purge the context-mode knowledge base. Permanently deletes all indexed content and resets session stats. This is destructive and cannot be undone. Trigger: /context-mode:ctx-purge
Bigquery Troubleshooting
Provides diagnostic workflows and step-by-step root-cause analysis procedures for actively broken, failing, or slow BigQuery jobs, execution graph and query plan stage bottlenecks, system performance…
BeCreative
Divergent ideation and corpus expansion via Verbalized Sampling plus extended thinking — single-shot generates several internally diverse candidates and surfaces the strongest, or expands a seed…
Metabolic Study Planner
Plan publishable constraint-based metabolic modelling studies when the user has a broad biological or metabolic-engineering topic but no concrete dataset, organism, model, or hypothesis. Selects…
New Project
Build a new AI agent with Olakai monitoring from scratch — project setup, SDK integration, KPI configuration, and end-to-end validation
Database Operation
Use this skill when you need to inspect, query, maintain, or carefully modify the MoviePilot database. This skill uses the bundled scripts/mp-db.py helper, which reads MoviePilot local settings itself…
3d Wood Lighting Scorecard
Light carved wood in a dark room in three.js, with procedural grain and pores, one warm key through a window, soft shadows that touch, light shafts, background rays and dust, then score the render out…
Surf
Use this skill — NOT browser or web_fetch — for ALL Surf crypto-data calls. 83 endpoints at localhost:8402/v1/surf/* covering CEX/DEX markets, on-chain SQL over 80+ ClickHouse tables (Ethereum, Base,…
Sn Ppt Story
当前 PPT 任务已由 sn-ppt-entry 建好 DECK_DIR(task_pack.json 与 info_pack.json 已写入)后,必须由本 skill 将 query、全部用户材料与已完成 Research 编排为唯一可编辑的 outline.md 时使用。本 skill 是 entry → 出口(standard / dazzle /…
Google Ads Audit
Google Ads account audit and business context setup. Use for account-health audits and business-context setup. Trigger on "audit my ads", "ads audit", "set up my ads", "onboard", "account overview",…
Overall Planning
统筹兼顾:当多个目标、指标或利益方相互制约、优化一项会伤害另一项时,识别全部辩证关系对,检查片面性,为每对关系定出当前阶段的侧重与底线,评估系统性影响,并设失衡预警。触发信号包括 trade-off、目标冲突、速度 vs 质量、短期 vs 长期、"顾此失彼";只有单一目标、用户已定取舍、或属硬性二选一时不触发。 English: Overall planning. When several…
Data Quality Frameworks
Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts.
Newsletter Voice
Build newsletter writing instructions inside a Codex or Claude project. Runs after voice-builder. Produces newsletter-voice.md, a single file the assistant references when drafting newsletters in the…
Finance Ops
AI-powered financial analysis suite. Generates executive CFO briefings from QuickBooks exports (P&L, Balance Sheet, General Ledger, Cash Flow, etc.) with anomaly detection, burn rate, runway analysis,…
Data Analytics
Create data pipeline and analytics architecture diagrams using PlantUML syntax with database/analytics stencil icons. Best for ETL pipelines, data lakes, real-time streaming, data warehousing, and BI…
Figures Python
Use when creating data visualizations for papers - generates publication-quality plots with top-journal color schemes
Alphaear Sentiment
Analyze finance text sentiment using FinBERT or LLM. Use when the user needs to determine the sentiment (positive/negative/neutral) and score of financial text markets.
Portaljs Add Resource
Add another file (resource) to an EXISTING dataset in a PortalJS portal — a data dictionary, methodology, or an additional data file. Turns a single-file dataset into a multi-resource one; the…
App Marketing Context
When the user wants to create or update their app marketing context document. Also use when the user mentions "app context", "marketing brief", "app positioning", or when starting any ASO or app…
Perf Baseline Manager
Use when managing perf baselines, consolidating results, or comparing versions. Ensures one baseline JSON per version.
App Marketing Context
When the user wants to create or update their app marketing context document. Also use when the user mentions "app context", "marketing brief", "app positioning", or when starting any ASO or app…
Pgvector Semantic Search
Use this skill for setting up vector similarity search with pgvector for AI/ML embeddings, RAG applications, or semantic search. **Trigger when user asks to:** - Store or search vector embeddings in…
Manim Video
Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation derivations, architecture…
Live Database Ingest
Capture semantic-layer and knowledge updates from a live database schema snapshot.
Documentation
Read the supplemental project documentation module
Thinking Jobs To Be Done
Deciding what to build or why adoption fails. Recover the progress users hire a solution for under a circumstance, then rank by outcome and competing workarounds.
Bernstein Quality
Show quality metrics for Bernstein runs - success rates per model, lint/test pass rates, completion time distributions. Use when the user asks about quality, reliability, which model performs best, or…
Excalidraw Diagram Generator
Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or…
Axiom Analyze Triage
Use when the user wants to triage a CORPUS of production crashes/hangs from an aggregator (Sentry, App Store Connect) — grouped, counted issues — rather than a single crash file.
Create Data Inventory
Create or update the canonical Markdown inventory of task-relevant research data. Engineer must invoke this skill before creating or updating any data inventory, data contract, or dataset-coverage…
Geniml
This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis…
Dd Monitors
Monitor management - create, update, mute, and alerting best practices.
Laravel Inertia React Structure
Frontend structure conventions for Laravel Inertia React applications based on Spatie's production practices. Use when creating, scaffolding, or reviewing frontend code in a Laravel Inertia React…
Add React Analytics
Add Temps analytics to React applications with comprehensive tracking capabilities including page views, custom events, scroll tracking, engagement monitoring, session recording, and Web Vitals…
Svc Database
Database RCE paths — UDF, xp_cmdshell, COPY TO PROGRAM, Redis key write. Use when a database service is found. Triggers - MySQL 3306, PostgreSQL 5432, MSSQL 1433, Redis 6379, MongoDB 27017.
Bioconductor Minfi
Tools to analyze & visualize Illumina Infinium methylation arrays.
Codex Skill Admin
核对、启停或恢复Codex Skill可见性与加载开销;不卸载插件。
Answering Natural Language Questions With Dbt
Writes and executes SQL queries against the data warehouse using dbt's Semantic Layer or ad-hoc SQL to answer business questions. Use when a user asks about analytics, metrics, KPIs, or data (e.g.,…
Backlink Audit
Audit a domain's backlink profile using the SemRush API. Use when the user says "audit backlinks", "check my backlinks", "backlink analysis", "link profile", "toxic links", "disavow", "link building…
Migration Helper
Plan and execute Convex schema migrations safely, including adding fields, creating tables, and data transformations. Use when schema changes affect existing data.
Coin Families Contract
Coin-specific families logic must live in families/. Generic UI uses the families contract only (no if (family === "evm") in shared code). Use this guidance for work in "**/families/**", "**/mvvm/**",…
X Agent Intelligence
Build or refresh a readable local AI and agent intelligence feed from the official X MCP server. Use when the user asks for an X-based digest, monitoring dashboard, daily AI feed, source-account…
Data Visualization
Creates effective data visualizations using various libraries and tools, with focus on clarity and insight communication. Trigger keywords: chart, graph, plot, visualization, dashboard, matplotlib,…
Grill Me
Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their…
Session Deep Dive
Deep qualitative analysis of high-signal sessions. Spawns subagents with v2 template, synthesizes patterns, compares against known findings. Use after /session-scan.
Implement Factory
Factory loop orchestrator for multi-feature or multi-component implementation manifests. Use for high-complexity work with parallel-eligible workstreams and holdout-scenario evaluation.

