Skill UI

A systematic tool for scientific inquiry, guiding users through the entire research process. It helps formulate testable, mechanistic hypotheses from raw observations or preliminary data, following the established scientific method. The workflow includes comprehensive literature review, evidence synthesis, generating competing explanations, and designing experiments, all while mandating the creation of scientific schematics for visualization.

Provides technology-agnostic guidance for architecting and reviewing modular systems. This skill covers core architectural principles such as bounded contexts, state isolation, explicit contracts, and failure containment. Use it when determining service boundaries, assessing coupling between domains, or designing new greenfield architectures without assuming a specific framework, language, or repository structure.

Automate the full lifecycle of maintenance work orders within AppFolio. This workflow guides users through creating new work orders from tenant requests, assigning vendors, tracking real-time progress across multiple properties, and finally closing out jobs with detailed cost records and resolutions. It ensures property managers maintain a complete audit trail from initial report to final completion.

A comprehensive, production-grade reference architecture for integrating with BambooHR HR data. It covers core patterns like real-time employee synchronization, scheduled data pipelines, and event-driven webhook handling. Use this when designing complex HR systems, building robust integrations, or establishing architectural standards for BambooHR-powered applications.

This comprehensive checklist guides developers through the necessary steps to deploy a robust and reliable Grammarly API integration in a production environment. It covers critical aspects such as secure credential storage, rate limit handling, implementing text chunking, designing error resilience patterns (circuit breakers, retries), and establishing comprehensive monitoring and alerting systems to ensure high content quality and system uptime.

This skill provides a comprehensive reference architecture and best-practice project layout for integrating Grammarly functionalities into custom applications. It details the separation of concerns, including Content Quality Service, API Client, and specific API calls (scoring, detection, plagiarism). It is essential for developers designing new Grammarly-powered SaaS integrations or establishing consistent architectural standards.

This professional guide provides a comprehensive, production-ready, layered architecture blueprint for building complex HubSpot CRM integrations. It details the project structure, service abstraction, error handling, and webhook processing patterns. Use this when designing new HubSpot integrations, reviewing existing codebases, or establishing robust architectural standards for enterprise applications.

A comprehensive, production-ready reference architecture for building robust, scalable transcription services using AssemblyAI. This guide demonstrates best practices for layered system design, covering API endpoints, service logic, client management, and infrastructure integration (webhooks, database). It is ideal for designing new high-throughput speech-to-text applications.

This module provides robust webhook handling for Abridge, managing critical clinical documentation lifecycle events. It ingests events such as note completion, encounter status changes, signing, and quality alerts. By implementing signature verification and idempotency checks, this system ensures reliable, secure integration of clinical data into external platforms like EHRs.

This skill provides robust mechanisms to handle real-time webhook events from the AppFolio property management platform. It processes critical lifecycle events such as tenant onboarding, lease signings, rent payments, and maintenance work order updates. By utilizing these webhooks, developers can securely and instantly sync AppFolio data with external systems (e.g., CRM, accounting, custom dashboards), avoiding inefficient API polling and ensuring data consistency.

A comprehensive, production-ready reference architecture for building robust data scraping systems using Bright Data's full suite of tools (Web Unlocker, Scraping Browser, SERP API). This template provides best practices for project layout, managing proxies, designing data pipelines, and integrating scheduling/storage components in a Node.js/TypeScript environment.

This reference architecture provides a comprehensive blueprint for building a robust revenue intelligence data platform integrated with Clari. It covers the entire data lifecycle, including API data extraction (ETL pipeline), data warehousing design (Snowflake/BQ), change detection logic, and advanced analytics/alerting layers. Use this guide when designing a scalable forecast tracking system, planning complex data integrations, or establishing best practices for enterprise revenue analytics.