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Data & AI AI Skills

Discover Data & AI skills, compare source repositories and read the instructions for each workflow.

Categories: Data & AI

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GitHub

cohort-analysis

nimrodfisher

Time-based cohort analysis with retention and behavior tracking. Use when analyzing user retention over time, comparing cohort performance, identifying lifecycle patterns, or measuring feature adoption by cohor...

GitHub

technical-to-business-translator

nimrodfisher

Translate technical analysis into business language. Use when explaining statistical concepts to non-analysts, simplifying technical findings, or bridging communication between data teams and business stakehold...

GitHub

data-narrative-builder

nimrodfisher

Build compelling data-driven narratives and stories. Use when presenting analysis results, creating reports, or communicating data insights through storytelling frameworks.

GitHub

impact-quantification

nimrodfisher

Estimate and communicate business impact of insights. Use when sizing opportunities discovered in analysis, calculating ROI of recommended actions, or prioritizing initiatives by potential impact.

GitHub

programmatic-eda

nimrodfisher

Systematic exploratory data analysis following best practices. Use when analyzing any dataset to understand structure, identify data quality issues (duplicates, missing values, inconsistencies, outliers), exami...

GitHub

data-quality-audit

nimrodfisher

Comprehensive data quality assessment against defined business rules and constraints. Use when validating data against expected schemas, checking referential integrity across tables, or auditing data pipeline o...

GitHub

query-validation

nimrodfisher

SQL query review and validation for correctness, performance, and best practices. Use when reviewing queries for logical errors, optimizing query performance, checking for SQL anti-patterns, or validating busin...

GitHub

business-metrics-calculator

nimrodfisher

Standard business metric calculation with industry benchmarks. Use when calculating SaaS metrics (MRR, churn, LTV, CAC), e-commerce KPIs, or product analytics metrics with proper definitions.

GitHub

context-packager

nimrodfisher

Efficiently package context for AI-assisted analysis. Use when preparing to work with Claude on analysis, organizing context documents, or structuring prompts for complex analytical tasks.

GitHub

semantic-model-builder

nimrodfisher

Create comprehensive semantic layer documentation for analytics assets. Use when documenting data models, defining business metrics, creating data dictionaries, or building context for AI-assisted analysis.

GitHub

dashboard-specification

nimrodfisher

Design specifications for effective dashboards. Use when planning new dashboards, improving existing ones, or documenting dashboard requirements before development.

GitHub

execute-approved-actions

Hamza123545

Execute approved external actions via MCP servers in the Personal AI Employee system. This skill should be used when files appear in the /Approved folder (moved there by human after reviewing approval requests)...

GitHub

process-action-items

Hamza123545

Process and analyze action items discovered by watchers in the Personal AI Employee system. This skill should be used when new files appear in the Obsidian vault's /Needs_Action folder (created by Gmail watcher...

GitHub

search

minukHwang

Use when performing any web search (WebSearch, WebFetch). Trigger phrases: "검색해봐", "알아봐", "찾아봐", "분석해봐", "search", "look up", "find" Ensures Claude uses the current year instead of defaulting to o...

GitHub

openai-api

osocode

Build production-grade applications with OpenAI APIs (direct or via Azure OpenAI). Covers structured outputs, function calling, streaming, Assistants API, Responses API, Agents SDK, cost optimization, rate limi...

GitHub

writing-plans

tobyhede

Use when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and ve...

GitHub

executing-plans

tobyhede

Use when partner provides a complete implementation plan to execute in controlled batches with review checkpoints - loads plan, reviews critically, executes tasks in batches, reports for review between batches

GitHub

following-plans

tobyhede

Algorithmic decision tree for when to follow plan exactly vs when to report STOPPED - prevents scope creep and unauthorized deviations

The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.

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