Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2) context window approaches…
Score 70/100
Agents window architecture — covers the agents-first app, layering, folder structure, chat widget, menus, contributions, entry points, and development guidelines.
Score 70/100
Audit rehabilitation setback prediction systems for clinical risk modeling and early intervention. Use when you need to evaluate risk factor models (Charlson, Elixhauser), early…
Score 70/100
Setting up Python environments for Streamlit apps. Use when creating a new project or managing dependencies. Covers uv for dependency management and running apps.
Score 70/100
Salesforce data operations (Brite edition) with 130-point scoring. TRIGGER when user creates test data, performs bulk import/export, uses sf data CLI commands, needs data factory…
Score 70/100
Salesforce debug log analysis and Apex diagnostic discipline (Brite edition) with 100-point scoring. TRIGGER when user analyzes debug logs, hits governor limits, reads stack…
Score 70/100
Salesforce deploy orchestration for Brite's brite-salesforce repo. TRIGGER when user deploys SFDX metadata to sandbox or production, runs `sf project deploy start`, validates with…
Score 70/100
Salesforce architecture diagrams using Mermaid with ASCII fallback. TRIGGER when: user says "diagram", "visualize", "ERD", or asks for sequence diagrams, flowcharts, class…
Score 70/100
Creates and validates Salesforce Flows (Brite edition) with 110-point scoring. TRIGGER when user builds or edits record-triggered, screen, autolaunched, or scheduled flows,…
Score 70/100
Apex test execution and coverage discipline (Brite edition) with 120-point scoring. TRIGGER when user runs Apex tests, checks coverage, fixes failing tests, touches *Test.cls /…
Score 70/100
Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic workflows with tool calls, or when…
Score 70/100
Modern CSS/SCSS architecture based on shadcn/ui design principles. Use this when generating any CSS, SCSS, or styling code to ensure modern, refined, and accessible design…
Score 70/100
shadcn/ui is a collection of accessible UI components built with Radix UI and Tailwind CSS that you copy into your project for full customization.
Score 70/100
Multi-tenant architecture design. Tenant isolation strategies, RLS, routing, and scale design for SaaS.
Score 70/100
Use cargo-nextest when an agent needs more reliable Rust test execution than cargo test, especially for sharding, retries, machine-readable output, and CI triage.
Score 70/100
Lets an agent split a large pytest suite into timing-balanced shards so parallel CI lanes finish faster and with less variance.
Score 70/100
Platform-agnostic skills including skill creation templates and best practices. Use when creating new skills or improving existing ones.
Score 70/100
On-the-fly image optimization using Sharp (libvips Node.js bindings) with CDN-aware caching headers. Supports responsive srcset generation, AVIF/WebP transcoding, and blur…
Score 70/100
Use Agent Sheets as an external-agent spreadsheet runtime. Use when reading, editing, validating, debugging, versioning, or automating workbooks through the CLI/API instead of the…
Score 70/100
Expert Shopify theme development guidelines for Liquid, Online Store 2.0, CSS, JavaScript, and UX best practices
Score 70/100
Coordinates Shopify data syncs with the Admin GraphQL API, including `bulkOperationRunQuery`, node connections, and webhook-assisted delta updates.
Score 70/100
Debug complex Shopify API issues using cost analysis, request tracing, webhook delivery inspection, and GraphQL introspection.
Score 70/100
Expert patterns for Shopify app development including Remix/React Router apps, embedded apps with App Bridge, webhook handling, GraphQL Admin API, Polaris components, billing, and…
Score 70/100
Choose between Shopify app architectures: embedded Remix app, headless storefront with Hydrogen, standalone integration, or theme app extension.
Score 70/100
Build Checkout UI Extensions to customize Shopify checkout with sandboxed React-like components. Use when replacing checkout.liquid (deprecated Aug 2025), adding custom fields to…
Score 70/100
Configure CI/CD pipelines for Shopify apps with GitHub Actions, API version testing, and Shopify CLI deployment.
Score 70/100
Diagnose and fix common Shopify API errors including 401, 403, 422, 429, and GraphQL errors. Use when encountering Shopify errors, debugging failed requests, or troubleshooting…
Score 70/100
Manage Shopify products, variants, and collections using the GraphQL Admin API. Use when creating, updating, or querying products, managing inventory, or building product catalog…
Score 70/100
Manage Shopify orders, customers, and fulfillments using the GraphQL Admin API. Use when querying orders, processing fulfillments, managing customers, or building order management…
Score 70/100
Collect Shopify debug evidence including API versions, scopes, rate limit state, and request logs. Use when encountering persistent issues, preparing support tickets, or…
Score 70/100
Deploy Shopify apps to Vercel, Fly.io, Railway, and Cloud Run with proper environment configuration. Use when deploying Shopify-powered applications to production, configuring…
Score 70/100
Complete Shopify development reference covering Liquid templating, OS 2.0 themes, GraphQL APIs, Hydrogen, Functions, and performance optimization (API v2026-01).
Score 70/100
Build Shopify apps, extensions, themes using GraphQL Admin API, Shopify CLI, Polaris UI, and Liquid.
Score 70/100
Master Shopify's calculated query cost system to avoid throttling. Use when hitting THROTTLED errors, optimizing GraphQL queries, or deciding when to use bulk operations instead.
Score 70/100
Create a minimal working Shopify app that queries products via GraphQL Admin API. Use when starting a new Shopify integration, testing your setup, or learning basic Shopify API…
Score 70/100
Identify and avoid Shopify API anti-patterns: ignoring userErrors, wrong API version, REST instead of GraphQL, missing GDPR webhooks, and webhook timeout issues.
Score 70/100
High-converting landing pages — campaign pages, collection pages, seasonal promos, A/B testing
Score 70/100
Model custom data with Shopify metafields and metaobjects via the GraphQL Admin API. Use when adding custom fields to products/orders, creating custom content types, or building…
Score 70/100
Optimize Shopify API performance with GraphQL query cost reduction, bulk operations, caching strategies, and Storefront API for high-traffic storefronts.
Score 70/100
Execute Shopify app production deployment checklist covering App Store requirements, mandatory webhooks, API versioning, and rollback procedures.
Score 70/100
Handle Shopify API rate limits for both REST (leaky bucket) and GraphQL (calculated query cost). Use when hitting 429 errors, implementing retry logic, or optimizing API request…
Score 70/100
Implement Shopify app reference architecture with Remix, Prisma session storage, and the official app template patterns.
Score 70/100
Reviews Shopify Liquid themes, cart logic, product templates, and checkout flow implementation for conversion optimization, mobile usability, and performance.
Score 70/100
Upgrade Shopify API versions and migrate from REST to GraphQL with breaking change detection. Use when upgrading API versions, migrating from deprecated REST endpoints, or…
Score 70/100
Receive and verify Shopify webhooks. Use when setting up Shopify webhook handlers, debugging signature verification, or handling store events like orders/create, products/update,…
Score 70/100
Automate Shorten Rest tasks via Rube MCP (Composio). Always search tools first for current schemas.
Score 70/100
Use when solving, proving, implementing, or reviewing weighted shortest-path problems, including single-source or all-pairs shortest paths, relaxation, negative edges or cycles,…
Score 70/100
shot-scraper is a Python CLI tool by Simon Willison for taking automated screenshots of websites and executing JavaScript against pages.
Score 70/100
Storybook story creation, catalog management, and Visual Regression integration. UI component docs, visual testing, and CSF 3.0/Factories story creation.
Score 70/100
Auxiliary service sharing lifecycle with main service. Trigger: When adding logging, monitoring, or auth proxy to microservices without code changes.
Score 70/100
Load testing, contract testing, chaos engineering, mutation testing, and resilience verification specialist.
Score 70/100
Detect buying signals across TAM companies and watchlist personas. Three-phase architecture: (1) free diff-based signals from existing data (headcount growth, tech stack changes,…
Score 70/100
Checks container trust with `cosign verify`, Rekor transparency log lookups, and OCI image reference inspection.
Score 70/100
Register, segment, filter, resample 3D medical images (MRI, CT, microscopy) via SimpleITK Python; DICOM, NIfTI, multi-modal.
Score 70/100
Analyze and simplify existing implementations to reduce complexity, improve maintainability, and enhance scalability.
Score 70/100
This entry turns GitHub Next's Code Simplifier workflow into a narrow cleanup agent. The agent inspects code changed in the last day, proposes behavior-preserving simplifications,…
Score 70/100
Simplifies, polishes, and declutters code without changing behavior. Use when asked to simplify, clean up, refactor, declutter, remove dead code or AI slop, or improve…
Score 70/100
Run end-to-end agent simulations, review traces, and watch production regressions when reliability work spans pre-release testing and live monitoring.
Score 70/100
Use Toxiproxy when an agent needs to inject latency, disconnects, bandwidth limits, or packet-like failure modes into real service calls during development, CI, or incident…
Score 70/100
Validate simulations across three stages — run pre-flight checks on configuration files (parameter ranges, required fields, disk space), monitor runtime logs for residual growth,…
Score 70/100