Use when implementing steganographic text encoding using Unicode Variation Selectors - allows encoding any message invisibly into emojis, letters, or any characters using Unicode Variation Selectors (U+FE00-U+FE0F and U+E0100-U+E01EF)

Systematically populate the Forgetful knowledge base using Serena's LSP-powered

Oxford Nanopore read end reason QC analysis. Use when analyzing nanopore sequencing quality, checking for adaptive sampling efficiency, investigating read termination patterns, diagnosing sequencing issues, or running QC on POD5/Fast5 data. Integrates with ont-experiments for provenance tracking via Pattern B orchestration. Supports signal_positive, unblock_mux_change, data_service_unblock_mux_change analysis with quality thresholds.

Research and extract an engineer's coding style, patterns, and best practices from their GitHub contributions. Creates structured knowledge base for replicating their expertise.

Extracts, transforms, and analyzes NBA statistics using the nba_api Python library. Use when working with NBA player stats, team data, game logs, shot charts, league statistics, or any NBA-related data engineering tasks. Supports both stats.nba.com endpoints and static player/team lookups.

engram-summarize

This skill transforms basic book notes into Blinkist-style summaries with Key Insights, Notable Quotes, Core Message, and Who Should Read sections.

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

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).

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.

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.

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.

Build reliable, incremental data synchronization pipelines.

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

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.

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.

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

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.

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.

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

Explain data flows, features, and code paths in the varun.surf application with visual diagrams and step-by-step breakdowns

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.