Use when given a Figma file URL + node-id and asked to generate frontend scaffold code (Vue/React/Svelte) that matches an existing project's design system tokens.
Scaffolds a multi-tenant Azure app where each tenant gets its own resource group on a shared subscription, with one Bicep main.bicep driven by a single tenant parameter that…
Scaffolds an xUnit integration test project for validating Oracle-to-PostgreSQL database migration behavior in .NET solutions.
Creates the standard project file structure for a software project. Use when starting a new software project, initialising project files, or setting up a project workspace before…
Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing.
Scala testing with ScalaTest, MUnit, and ScalaCheck: FunSpec/FlatSpec test structure, property-based testing with forAll, mocking with MockitoSugar, Cats Effect testing with…
Scalar is an open-source API platform for publishing modern OpenAPI references and testing endpoints with a built-in API client.
Guía al usuario para publicar su app en Vercel con Supabase como backend. Invocar con `/deploy` o cuando el MVP esté completo.
Review and advise on Scaleway Kapsule managed Kubernetes cluster readiness: node pool sizing and autoscaling, CNI plugin selection (Cilium, Calico, Kilo), placement group policy…
Gate and execute Scaleway Kapsule live mutations — Kubernetes version upgrades, node pool creation/deletion/scaling, and cluster configuration changes — with mandatory PDB audit,…
Classify and route Scaleway tasks to the narrowest qualified specialist agent. Use when a user presents a Scaleway request that spans IAM, cost, Kapsule/Kubernetes, networking, or…
Run a focused preflight scan over agent and MCP repositories to catch poisoned instruction files, dangerous configs, and AI-specific supply-chain risks before merge or deployment.
Shared fixed-fleet Workflow engine for /uberdev:uberscan (read-only audit) and /uberdev:ubersimplify (preserve-behavior refactor).
Probe a model or agent stack with adversarial test suites so safety failures show up before deployment or review.
Trivy is a comprehensive open-source vulnerability scanner by Aqua Security that detects vulnerabilities in OS
Perform security risk analysis on Kubernetes resource manifests using Kubesec to identify misconfigurations,
Python package for single-cell data integration. Use for batch correction and integrating multiple single-cell datasets. Fast and accurate.
Cross-functional what-if modeling for cascading multi-variable scenarios. Unlike single-assumption stress testing, this models compound adversity across all business functions…
Build 3D and AR apps with the SceneView SDK in Jetpack Compose, SwiftUI (iOS/macOS/visionOS via SceneViewSwift), Web (Filament.js), Flutter and React Native.
Build 3D and WebXR (AR/VR) experiences in the browser with SceneView for Web — Filament.js (WebGL2/WASM) wrapped in a Kotlin/JS DSL and a plain-JavaScript API on…
Use TickerQ to add persistent cron and time-based job scheduling, retries, multi-node coordination, OpenTelemetry, and a live dashboard to .NET agent services.
Run scheduled backups with retention rules and storage targets across PostgreSQL, MySQL, MariaDB, and MongoDB from one place.
Queue approved posts to scheduling tools (Buffer, Hypefury, Typefully, native schedulers) with platform-specific formatting, optimized posting times, media attachments, and…
Use when the user wants to schedule social media posts to Twitter/X, Instagram, LinkedIn, TikTok, YouTube, or Pinterest, including platform-specific formatting, hashtag…
Use when a local launchd, systemd timer, cron, or Windows Task Scheduler job works manually but fails or differs under the scheduler, or when registration, runtime context,…
Creates Azure Logic Apps on the Consumption tier for recurring HTTP triggers and lightweight Power-Automate-style flows.
A Data Warehouse and Lakehouse Schema Design Expert interviewer focused on dimensional modeling, star/snowflake schemas, analytics optimization, and modern lakehouse…
Create and modify Visual Layout Builder schema components, breakpoints, and layouts. Use when working with types/schema.ts, creating new components, adding breakpoints, or…
Earthly E2E validation for YAML schema contracts. TRIGGERS - schema validation, YAML schema, schema contracts, regenerate types.
Production-ready database schema patterns for AI applications including chat/conversation schemas, RAG document storage with pgvector, multi-tenant organization models, user…
Review database schemas AND in-code data structures for correctness, integrity, performance, scalability, evolvability, simplicity, and design quality.
Schema system architecture and patterns for the docx_builder project. Apply when working with schema_loader.py, data_exchange.py, YAML schema files, or any code that touches field…
Schiffbauwerk: Gläubiger sichert Anspruch an Schiff im Bau (Schiffbauwerk) durch dinglichen Arrest (ZPO §§ 916-945); Registervermerk (SchRegO § 67); Vollziehungsfrist 1 Monat.
Schiffshypothek: Gläubiger sichert Anspruch an hypothekenbelastetes Seeschiff durch dinglichen Arrest (ZPO §§ 916-945); Registervermerk (SchRegO § 67); Vollziehungsfrist 1 Monat.
حارس أمان ترحيلات Django في SchoolOS (Django 5.2 + PostgreSQL 16). يفحص أي migration قبل تطبيقه على قاعدة بيانات فيها بيانات حقيقية: الأقفال الحاجزة (ACCESS EXCLUSIVE)، فقد…
Use when writing the two front-matter artifacts Science (AAAS) demands — the one-sentence summary for the table of contents and the ≤125-word single-paragraph abstract — both…
Use when converting a reference list to Science (AAAS) numbered style — italic numbers cited in order of appearance, a single continuous list that the Supplementary Materials…
Use to write the editor-facing cover letter for Science — a tight, significance-forward pitch that helps the editor decide in minutes whether to send the paper out for review.
Use to build Science's data, code, and materials availability — mandatory deposition in approved repositories, accession numbers, a compliant data-availability statement, and…
Web and App implementation guide for Sci-Fi Interface Design. Trigger when user wants HUDs, spacecraft dashboards, or tactical military readouts.
Use to finalize Science display items — panel/word budget, column-width sizing, minimum font sizes, color-accessibility, and showing the data (points over bars).
Use first, before any writing, to stress-test whether a result clears Science's desk-reject filter — broad significance and general interest across disciplines.
Use to lock the conceptual advance and the "why now" before drafting — converts a correct result into a Science-shaped narrative that leads with the advance, not the background.
Use after Science reviews arrive to triage the decision, prioritize experiments, and draft a point-by-point response that is respectful, evidence-led, and honest about limits.
Use as the final preflight before submitting to Science — a complete checklist across significance, format, figures, statistics, data, references, and required files.
Use when deciding which sci-* sub-skill to invoke next, or when sequencing a manuscript from significance test through reviewer rebuttal for Science (AAAS).
Use to choose the Science format (Research Article vs Report) and hold its length and structure budgets — main text, word/figure caps, and what belongs in Supplementary Materials.
Python image processing for microscopy and bioimage analysis. Read/write images, filter (Gaussian, median, LoG), segment (thresholding, watershed, active contours), measure region…
Machine learning in Python with scikit-learn. Use for classification, regression, clustering, model evaluation, and ML pipelines.
Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction),…
Best practices for scikit-learn machine learning, model development, evaluation, and deployment in Python
Classical ML in Python: classification, regression, clustering, dim reduction, evaluation, tuning, preprocessing pipelines.
A comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival; use it when you need to model censored time-to-event outcomes, fit…
Declarative YAML-based AI agent lifecycle management with tmux/screen, SSH remote deployment, modular auto-accept, and live state inspection.
App developer SDK — scaffold, validate, dev-install, standalone shell, file operations, and cloud SDK for building SciTeX workspace apps.
Unified container management for Apptainer/Singularity + Docker — 14 MCP tools for the reproducible-science lifecycle.
Execution-context detection — `is_notebook()`, `is_ipython()`, `is_script()`, `detect_environment()`.
Dictionary utilities for scientific Python — attribute-access dicts, conflict-aware merging, nested flattening, and pretty rendering.
General-purpose async event bus. Emit typed events (`scitex_events.emit("test_complete", project="...", status="success", payload={...})`) from any CLI/HPC/Python process; events…
IPython-style introspection for any Python package. `q(obj)` mirrors IPython's `obj?` (signature + type hints + docstring summary). `qq(obj)` mirrors `obj??` (full source).