This skill transforms basic talk notes into Blinkist-style summaries with timestamped insights, talk structure, and actionable takeaways.

Use when designing animations for enterprise software, B2B platforms, admin dashboards, or corporate applications

Expert guidance for enterprise resource planning systems, business logic, domain modeling, and ERP integration patterns. Use when building ERP systems, implementing business workflows, or integrating with ERP platforms.

Identifies and merges duplicate entities in Knowledge Graph projects.

Enforce a Divergent-Convergent Scan loop to overcome 'Prevalent Noun Bias' and statistical probability reflexes (System 1).

Manage environment variables across Vercel environments. Sync with Vercel CLI, handle local overrides, and load env vars in scripts.

Environment verification, tool checking, version validation, and path configuration. Use when checking system requirements, verifying tool installations, validating versions, checking PATH configuration, or when user mentions environment setup, system check, tool verification, version check, missing tools, or installation requirements.

Florida environmental permitting expertise. Invoke for SJRWMD permits, wetland assessments, flood zone analysis, or stormwater requirements.

EP项目导航专家，提供21个EP的依赖路由、快速定位和跨EP对比。

Guide on forms with Conform and validation with Zod for Epic Stack

Complete and score a learning episode to extract patterns and update heuristics. Use when finalizing a task to enable pattern extraction and future learning.

Query Turkish electricity consumption and demand forecast data including real-time consumption, UECM (settlement consumption/Uzlaştırmaya Esas Çekiş Miktarı), and load plan forecasts. Use when asking about electricity demand, consumption patterns, load forecasting, or UECM data in Turkey. Triggers on: elektrik tüketimi, talep tahmini, yük planı, UEÇM, consumption forecast.

Calculate and analyze Turkish electricity imbalance costs including KUPST (Kesinleşmiş Üretim Planından Sapma Tutarı/Production Plan Deviation Cost), positive/negative imbalance penalties, and DSG (Dengeden Sorumlu Grup) tolerance calculations. Use when asking about imbalance settlement, deviation costs, KUPST, energy surplus/deficit penalties, or imbalance calculations in Turkey. Triggers on: dengesizlik maliyeti, sapma tutarı, KUPST, KÜPST, enerji açığı, enerji fazlası, imbalance penalty.

Extract all chapters from an EPUB file into separate markdown files. Use when the user wants to split an EPUB into individual chapter files, extract EPUB chapters, or convert an ebook to separate markdown documents.

Integrate and analyze telematics data from heavy construction equipment. Track location, utilization, fuel consumption, maintenance needs, and operator behavior.

Download ERA5 climate reanalysis data from the Copernicus Climate Data Store using cdsapi. Use this skill when users request ERA5 data, climate forcing data, meteorological variables, or need to download atmospheric/land surface data for ecosystem modeling, climate analysis, or model validation.

Internal skill for commit message generation. Only load when explicitly requested by name or invoked by commands.

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Implementation workflows and decision trees for ERPNext Server Scripts. Use when determining HOW to implement server-side features: document validation, automated calculations, API endpoints, scheduled tasks, permission filtering. Triggers: how do I implement server-side, when to use server script vs controller, which script type, build custom API, automate validation, schedule task, filter documents per user.

Error handling patterns for Astro sites. 404/500 pages, form errors, offline states, loading failures. Use for graceful degradation and user experience.

This skill should be used when implementing graceful error handling and user confirmations in both backend and frontend, including friendly tool not found messages, action confirmations, error toasts, and loading indicators.

Handle escalated support issues with structured triage, communication, and resolution processes

Use when making quick order-of-magnitude estimates under uncertainty (market sizing, resource planning, feasibility checks), decomposing complex quantities into estimable parts, bounding unknowns with upper/lower limits, sanity-checking strategic assumptions, or when user mentions Fermi estimation, back-of-envelope calculation, order of magnitude, ballpark estimate, triangulation, or needs to assess feasibility before detailed analysis.

Back-of-envelope calculations for system design. Use when estimating QPS, storage, bandwidth, or latency for capacity planning. Includes latency numbers every programmer should know and common estimation patterns.

Incremental data loading patterns including backfill strategies, CDC, timestamp-based loads, and pipeline orchestration.

Production ETL patterns orchestrator. Routes to core reliability patterns and incremental load strategies.

Build reliable, incremental data synchronization pipelines.

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

eu-grant-hunter

Use when working on EVADE game UI, creating screens, styling components, or making visual decisions. Apply for any React Native code touching colors, typography, layouts, animations, or visual elements.

A safe calculator for mathematical expressions

评价 Skill 执行结果的 Skill。当需要评价产出质量、判断是否需要迭代时触发。触发词：评价、evaluate、打分、怎么样、效果如何。

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.

Event-driven architecture patterns including message queues, pub/sub, event sourcing, CQRS, and sagas. Use when implementing async messaging, distributed transactions, event stores, command query separation, domain events, integration events, data streaming, choreography, orchestration, or integrating with RabbitMQ, Kafka, Apache Pulsar, AWS SQS, AWS SNS, NATS, event buses, or message brokers.

event-playbook

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

Evidence citation and domain scope standards for Neo4j subagents. Prevents hallucination and ensures audit trail.

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

Use when determining how far to push motion beyond realism, calibrating animation intensity for context, or making key moments register with audiences.

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.