Design database operations including migrations, indexing strategies, transactions, connection pooling, and ORM best practices. Use when creating database schemas, writing migrations, optimizing slow queries, configuring connection pools, or choosing between ORM frameworks.
Enforce infrastructure invariants at generation time, before any IaC is applied. Use when writing or reviewing Terraform, Bicep, or ARM, when a generated stack disables authentication or encryption, when resource names drift, or when a reviewer needs a mechanical pass over infrastructure code. Provides a rule catalog…
Evaluate and review whether a solution should be built with low-code/no-code platforms (Power Platform, Copilot Studio, Power Apps, Power Automate, Logic Apps, AppSheet, OutSystems, Mendix) or pro-code (custom code on Foundry, Agent Framework, .NET, Python, React, Azure Functions, AKS, etc.). Use when reviewing an…
Optimize application performance and scalability through async patterns, caching strategies, profiling, horizontal scaling, load balancing, and resource management. Use when diagnosing slow endpoints, implementing caching, profiling bottlenecks, planning system capacity, or designing stateless services.
Implement production security practices covering OWASP Top 10, input validation, injection prevention, and secrets management. Use when hardening applications against vulnerabilities, implementing authentication/authorization, managing secrets, configuring HTTPS/TLS, or conducting security audits.
Design, model, and operate Azure Cosmos DB workloads across Gremlin (Graph), NoSQL (SQL), and Mongo APIs. Use when modeling graph data with Gremlin, choosing partition keys, sizing RUs, configuring multi-region writes, securing with RBAC/managed identity, or implementing change feed and TTL. Strong focus on Gremlin…
Analyze structured data across CSV, JSON, SQL, and DataFrame workflows with exploration, transformation, and visualization. Use when exploring datasets with pandas/polars, running SQL queries on files with DuckDB, transforming data pipelines, or generating data visualizations.
Build data engineering, analytics, and ML/AI solutions on the Databricks Lakehouse Platform. Use when creating Delta Lake tables, writing PySpark notebooks, building DLT pipelines, managing Unity Catalog, orchestrating Databricks Workflows, tracking experiments with MLflow, or deploying using Databricks Asset Bundles.
Build data engineering and analytics solutions on Microsoft Fabric - Lakehouse, Warehouse, Spark notebooks, data pipelines, and semantic models. Use when creating Fabric Lakehouses, writing PySpark notebooks, building data pipelines, designing semantic models, or querying OneLake storage.
Build, configure, and validate conversational data agents on Microsoft Fabric Lakehouses using the Data Agent SDK. Use when creating Fabric data agents, configuring few-shot examples, managing Livy sessions, or validating agent responses against Lakehouse data.
Build time-series forecasting pipelines on Microsoft Fabric - data preparation, profiling, clustering, feature engineering, and model training. Use when implementing demand forecasting, training LightGBM/Prophet models, engineering time-series features, or deploying prediction pipelines on Fabric.
Build Power BI reports, semantic models, DAX measures, and data visualizations. Use when designing star schemas, authoring DAX calculations, creating Power Query (M) transformations, optimizing report performance, or deploying Power BI content.
Enforce WCAG 2.1 AA conformance on UX prototypes and shipped UI. Use when reviewing or building any user-facing surface that must pass an a11y audit -- prototypes in docs/ux/prototypes/, production components, or third-party-embedded views. Provides a mechanical checklist split by POUR principle plus reduced-motion…
Identify and prevent AI design slop in generated UI -- forbidden visual tells (purple/teal gradients, generic system emoji, soft pastel everything, fake metrics, hand-drawn cartoon humans, rounded-2xl-everywhere) and enforce honest placeholders. Use after generating any HTML/CSS prototype, marketing surface, or…
Extract and codify a brand specification from user-provided sources (URL, screenshot, PDF, existing app) into a deterministic brand-spec.md artifact. Captures palette, typography, voice, motion, and prohibited patterns so downstream design decisions can be defended against the real brand instead of invented from…
Write UI copy that survives review -- microcopy, empty states, error messages, onboarding, confirmations, and tone. Use when authoring or reviewing any user-facing string in a prototype or shipped app. Provides patterns by surface type, a 5-line voice rubric, and mechanical anti-patterns reviewers can grep for.
Synthesize product context into a coherent UI direction with page archetypes, visual language, token guidance, anti-pattern filters, and stack-aware translation. Use when choosing a design style, defining a design brief, aligning UI choices to industry expectations, or reviewing whether a UI direction fits the product…
Build frontend UIs with HTML5, CSS3, and Tailwind CSS following accessibility and performance best practices. Use when creating responsive layouts, styling with Tailwind CSS, implementing accessible forms, optimizing frontend performance, or building common UI patterns.
Drive the Impeccable design language for a target app -- PRODUCT.md and DESIGN.md authoring, the 23-command intervention vocabulary, and the 59-rule deterministic detector wired as a three-state gate (PASS / BLOCKED / DEGRADED). Use when defining the design language for a target app, or when running design-language…
Mechanically audit a UX prototype or front-end build through ten self-healing passes -- deterministic design-language conformance, accessibility, performance, content, responsive layout, routes, build hygiene, usability heuristics, visual regression, and anti-slop critique. Use before declaring any prototype…
Craft visually polished, production-quality HTML/CSS prototypes with modern styling, typography, color theory, and micro-interactions. Use when building UX deliverables that need visual polish beyond wireframes, implementing color systems, typography scales, elevation shadows, or smooth transitions for interactive…
Score a UX prototype or shipped UI against Nielsen-10 heuristics with a severity rubric. Use when reviewing a design, running prototype-auditor Pass 7, or producing a heuristic evaluation report. Mechanically maps each heuristic to inspection prompts, severity (0-4), and fix patterns so two reviewers reach the same…
Design user experiences with wireframing, prototyping, user flows, accessibility, and production-ready HTML prototypes. Use when creating wireframes, building interactive prototypes, designing user flows, implementing accessibility standards, or producing HTML/CSS design deliverables.
Catch unintended visual drift between prototype iterations with deterministic screenshot diffs. Use when iterating on a prototype, before review handoff, or before promoting an SPA prototype to a real build. Default engine is Playwright toHaveScreenshot with masking, threshold, and per-OS baselines. Includes Chromatic…
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: