Apache Airflow, dbt, Prefect, Dagster, and modern data orchestration for production data pipelines

eu-grant-hunter

Expert in temporal event detection, spatio-temporal clustering (ST-DBSCAN), and photo context understanding. Use for detecting photo events, clustering by time/location, shareability prediction, place recognition, event significance scoring, and life event detection. Activate on 'event detection', 'temporal clustering', 'ST-DBSCAN', 'spatio-temporal', 'shareability prediction', 'place recognition', 'life events', 'photo events', 'temporal diversity'. NOT for individual photo aesthetic quality (use photo-composition-critic), color palette analysis (use color-theory-palette-harmony-expert), face recognition implementation (use photo-content-recognition-curation-expert), or basic EXIF timestamp extraction.

Build decoupled, scalable systems with event-driven patterns.

Validate claims against sources and score confidence; use when asked to verify research output accuracy.

Use for creating websets, running searches, importing CSV data, managing items, and adding enrichments to extract structured data.

Create professional flowcharts and diagrams as Excalidraw files that can be opened in Excalidraw.

Analyze Excel spreadsheet formulas to build dependency DAGs (Directed Acyclic Graphs) and understand calculation chains. This skill should be used when the user wants to reverse-engineer Excel formula dependencies, trace how values are calculated from inputs to outputs, validate formula logic, or create reusable calculators from spreadsheet logic.

Push Excel data back to BIM models. Update parameters, properties, and attributes from structured spreadsheets.

<user_command>/kata:execute-phase</user_command>

Detailed execution logic for the executing-plans skill

Use when creating files, implementing features, or executing development tasks - guides shannon do command usage, dashboard integration, caching behavior, when to use vs shannon exec or shannon analyze

Execution status management and reporting for implementation plugin. Use when initializing execution tracking, updating task status, generating progress reports, calculating completion metrics, tracking layer execution, monitoring feature implementation progress, or when user mentions execution status, progress tracking, or implementation monitoring.

Эксперт executive dashboards. Используй для KPI визуализации, business intelligence и reporting.

Transform data into compelling executive narratives using the What/Why/Next framework from Gartner research

Executor package architecture for ChainGraph flow execution engine. Use when working on packages/chaingraph-executor, execution services, DBOS workflows, event bus, task queues, tRPC routes, or execution-related database operations. Triggers: executor, execution, service, worker, queue, event bus, dbos, workflow, tRPC execution, execution-api, execution-worker.

General workflows and best practices for exoplanet detection and characterization from light curve data. Use when planning an exoplanet analysis pipeline, understanding when to use different methods, or troubleshooting detection issues.

Use when making decisions under uncertainty with quantifiable outcomes, comparing risky options (investments, product bets, strategic choices), prioritizing projects by expected return, assessing whether to take a gamble, or when user mentions expected value, EV calculation, risk-adjusted return, probability-weighted outcomes, decision tree, or needs to choose between uncertain alternatives.

Analyze completed experiments and craft executive-ready summaries with insights and recommendations.

Use when theoretical calculations need experimental validation, protocols must be designed with clear hypotheses and success criteria, or resource requirements (equipment, materials, expertise) must be estimated for proposed experiments

Systematic methodology for developing reliable exploits from vulnerability discovery to weaponization

Comprehensive knowledge about vulnerability exploitation and initial access. Provides expertise on finding and adapting exploits, adapting proof-of-concepts, gaining shells, and capturing user flags. Covers reverse shells, file uploads, SQL injection, and RCE vulnerabilities.

This skill analyzes the structure of connections in the knowledge base to surface insights.

Apply consistent React Native + Expo conventions for project structure, Expo Router navigation, theming primitives, icons, sqlite data patterns, safe area handling, and bun/bunx tooling. Use when adding or updating screens, components, navigation, data, or dependencies in Expo/React Native apps so work matches these practices.

Use when implementing over-the-air (OTA) updates with Expo Updates. Covers update configuration, checking for updates, and update strategies.

Gera arquivos Excel, CSV ou JSON para download pelo usuario. Use quando o usuario pedir para exportar dados, criar planilha, gerar relatorio ou baixar informacoes. SEMPRE use esta skill em vez de Write para criar arquivos que o usuario precisa baixar.

Triage extension for JavaScript/TypeScript findings during plan-finalize phase

Triage extension for marketplace plugin findings during plan-finalize phase

Triage extension for requirements findings during plan-finalize phase

extended

Analyze imports and identify all module dependencies. Use when mapping project structure.

Identify and document model hyperparameters from papers. Use when setting up training configurations.

**Why?** Manually tracking YouTube videos is tedious and error-prone. This skill automates extracting video metadata (titles, durations, URLs) into a CSV for systematic transcript downloading and anal

Extract wisdom, insights, and actionable takeaways from text sources. Use when asked to analyse, summarise, or extract key learnings from blog posts, articles, markdown files, or other text content.

**Typically runs automatically via SessionStart hook.**

extracting-dss-results

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Systematic AI extraction prompt design expert with Socratic methodology

Load, validate, and resolve FABER configuration and workflows with inheritance support

Expert guidance for Microsoft Fabric Real-Time Intelligence (RTI) using the Fabric RTI MCP Server. Execute KQL queries on Eventhouse, manage Eventstreams for real-time data processing, create Activator triggers for alerting, and manage Map items. Use when working with Fabric RTI, KQL, real-time analytics, streaming data, or event-driven applications.

Verify factual claims against database sources

Reprend le pipeline depuis la dernière phase/task

Pipeline complet requirements → release

CI/CD: GitHub Actions, GitLab CI, Jenkins, ArgoCD, GitOps, monitoring.

Universal orchestrator: 54 skills, 1297 methodologies. Development, DevOps, AI/ML, Product, Marketing, PM, BA, UX, Research.

Complete fal.ai serverless deployment system. PROACTIVELY activate for: (1) Creating fal.App class, (2) GPU machine selection (T4/A10G/A100/H100), (3) setup() for model loading, (4) @fal.endpoint decorators, (5) Persistent volumes for weights, (6) Secrets management, (7) Scaling configuration (min/max concurrency), (8) Multi-GPU deployment, (9) fal deploy commands, (10) Local development with fal run. Provides: App structure, Dockerfile patterns, deployment commands, scaling config. Ensures production-ready serverless ML deployment.

Build comprehensive FAQ databases from support data, documentation, and user interactions

End-to-end DNA sequencing workflow from FASTQ files to variant calls. Covers QC, alignment with BWA, BAM processing, and variant calling with bcftools or GATK HaplotypeCaller. Use when calling variants from raw sequencing reads.