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Development environment setup and workflow automation for the jiratools JIRA automation CLI. Handles venv activation, testing, code quality checks, and JIRA operations (clone/transition tickets).

Educational assistant for EEG connectivity metrics and hyperscanning analysis. Enforces project structure, typed Python standards, and notebook formatting conventions for workshop tutorials.

Enforces rigorous coding standards for C# .NET 8+ projects: security-first, zero-allocation mindset, SOLID principles, immutability, performance optimization, and professional maintainability

AI assistant instructions for working on the Spoon OS project with documentation-first approach

Guidance for developing in the Azure OpenAI Python/React chat application with Quart backend, Vite frontend, and Azure service integrations.

Instructions for working with the HTX (Huobi) trading analytics platform - a FastAPI async backend with React frontend, SQLAlchemy 2.0, and 3Commas/HTX integrations.

Development guidelines for Spring Boot 3.2 applications with dual-interface design (web + REST), custom validation, and comprehensive testing patterns.

Production-ready Flink job controller with security, resilience, and observability best practices

Comprehensive development rules for the Peso SaaS monorepo covering FastAPI backend, Vue.js frontend, React Native mobile, and infrastructure with Docker/AWS. Enforces naming conventions, code structure, testing patterns, and security best practices.

GitHub Copilot instructions for Lujanita chatbot development following Spec-Driven Development methodology with BDD and Model Context Protocol integration

A complete JSON parser ported from TypeScript to Zig 0.15.1, demonstrating faithful architectural patterns with memory safety and performance. Supports all JSON types, Unicode, and includes comprehensive testing.

Development rules and guidelines for building an MCP server for esa.io with Deno and TypeScript, including logging, code quality, and API integration patterns

Comprehensive development rules for Agent Portal - an enterprise AI platform. Covers service management, testing protocols, code patterns, and best practices for FastAPI backend, SvelteKit frontend, Docker orchestration, and GenAI monitoring.

A framework for optimizing LLM prompts using the ERM (Exemplar and Reflection Memory) approach in JavaScript. Iteratively refines prompts by collecting feedback and exemplars to improve performance on classification and other LLM tasks.

Enforces mandatory rule fetching before every response and code change in Cursor IDE

Complete development guide for the OWork AI agent platform built with Tauri, FastAPI, and Claude SDK. Covers desktop development, architecture, API conventions, security patterns, and build processes.

Expert system for building financial data displays with Next.js, TypeScript, Tailwind CSS, and data visualization best practices

TypeScript-based Expo/React Native development with web support, platform-specific handling, and mobile-first best practices

Professional Aider configuration with Gruvbox theming, architect mode, cache optimization, auto-testing, and file watching for efficient AI-assisted coding workflows.

Configure and optimize Aider AI coding assistant with custom settings for model selection, git integration, auto-testing, linting, and workflow automation