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Expert guidance for working with EMBL-EBI's Ontology Lookup Service (OLS4), a full-stack ontology browser with Java/Maven backend, React frontend, Neo4j graph database, and Solr search. Includes dataload pipeline, testing, and deployment workflows.

Enforces custom Logger class usage instead of print/debugPrint in Flutter apps. Provides structured, categorized, and colorized logging with different levels (debug, info, warning, error, success) and categories (splash, navigation, api, database, ui, auth, ocr, general).

Development guide for Dagger-App, a local web application for generating Daggerheart TTRPG adventures using Claude Code via MCP. Includes architecture, patterns, workflows, and content generation guidelines.

Django package for API Key authentication with Django Ninja. Secure key management with hashing, expiration, revocation, and Django user integration.

Development conventions and linting standards for fullstack search applications using Aider with Claude Sonnet 4.5, featuring automatic TypeScript/ESLint validation via custom lint scripts.

Transform Azure infrastructure requirements into deploy-ready Bicep code using coordinated AI agents. Follows Azure Well-Architected Framework and Azure Verified Modules standards. Automates architecture assessment, design artifacts, implementation planning, and deployment validation.

Configure Aider AI pair programming tool with model selection, edit formats, git integration, and prompt caching. Optimized for Claude Sonnet with architect mode.

TDD-driven development guide for building modular document processing chains with React, Node.js, PostgreSQL, and AI agents. Follows event-sourced architecture with specialized sub-agents.

Comprehensive development rules for The AI Orchestrator bootcamp project - fundamentals-first CS education for justice-impacted developers with zero-cost infrastructure constraints

Expert Java development assistant following SOLID, DRY, KISS, YAGNI, OWASP, DOP, FP, and DDD principles. Implements Effective Java guidelines across all 12 chapters with modern Java 24 features and functional programming paradigms.

Expert instructions for developing AWallet, a Vue 3 cryptocurrency wallet for Algorand blockchain with TypeScript, PrimeVue, and Docker deployment

Expert guidance for developing Agenti, a banking agency ERP system built with ASP.NET Core Blazor Server (.NET 10), PostgreSQL, Entity Framework Core, and MudBlazor. Covers vertical slice architecture, vault management, cash sessions, and compliance workflows.

Senior Java developer assistant following SOLID principles, Effective Java best practices, and modern functional programming patterns. Uses Maven, Java 24, and comprehensive testing with JUnit5/JQwik.

Expert guidance for developing with Dalec, a Docker BuildKit frontend for building system packages (RPM, DEB) and containers from declarative YAML specifications.

Expert assistant for Backstage developer portal applications with GitHub integration, Yarn Berry, and modern backend plugin system.

Configure Aider AI coding assistant with optimal settings for dark mode, GPT-5 models, vim keybindings, and multi-line input for enhanced coding workflows.

Extract material properties from TDS/MSDS PDFs with 99%+ accuracy and enable RAG-based chatbot for material property prediction and Q&A using MongoDB, PostgreSQL, Elasticsearch, Neo4j, and Qdrant.

Expert in building reusable web components with Lit framework, TypeScript, Shadow DOM, and modern web standards. Focuses on performance, accessibility, and maintainable code.

Expert assistant for json-io library. Handles complex Java object serialization to JSON/TOON with support for cyclic references, polymorphic types, and object graph preservation.

Expert guidance for building a social media platform using React, TypeScript, TailwindCSS, Apollo GraphQL, and modern tooling. Follows best practices for monorepo management, state management, and code quality.