Tryboy869
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- ▌ Digitalocean · tryboy869 bundle[Applies to: **/*] Definitive guidelines for building, deploying, and managing cloud-native applications on DigitalOcean, focusing on secure, scalable, and cost-efficient practices.
- ▌ File Storage · tryboy869 bundleApply when handling file uploads, storage, serving, or processing. Covers: S3-compatible storage, multipart uploads, presigned URLs, image processing, virus scanning patterns. Trigger for: file upload, storage, S3, images, files, media, attachment.
- ▌ Langchain JS · tryboy869 bundle[Applies to: **/*.{js,jsx}] This guide provides opinionated, actionable best practices for building robust and maintainable LLM applications with langchain-js, emphasizing modularity, type safety, observability, and testing.
- ▌ React Native · tryboy869 bundle[Applies to: **/*.{js,jsx,ts,tsx}] Definitive guidelines for building robust, performant, and maintainable React Native applications using modern TypeScript, functional components, and a feature-first architecture.
- ▌ Scikit Image · tryboy869 bundle[Applies to: **/*.py] This guide defines the definitive best practices for developing with scikit-image, ensuring maintainable, performant, and robust image processing code.
- ▌ Scikit Learn · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for writing robust, maintainable, and performant scikit-learn code, emphasizing consistent preprocessing, API adherence, and data leakage prevention.
- ▌ Tortoise Orm · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for using Tortoise ORM effectively, focusing on async patterns, robust model design, efficient querying, and production-ready migrations.
- ▌ Transformers · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for writing high-quality, maintainable, and performant code with 🤗 Transformers, ensuring consistency and adherence to 2025 best practices.
- ▌ Apollo Client · tryboy869 bundle[Applies to: **/*.{js,jsx}] This guide defines the definitive best practices for using Apollo Client 3.x in our React applications, focusing on cache hygiene, type safety, performance, and maintainability.
- ▌ Async Systems · tryboy869 bundleApply when building async job queues, background workers, task processing systems, message brokers, or any producer-consumer architecture. Critical patterns for production reliability.
- ▌ Azure Storage · tryboy869 bundleAzure Storage Services including Blob Storage, File Shares, Queue Storage, Table Storage, and Data Lake. Provides object storage, SMB file shares, async messaging, NoSQL key-value, and big data analytics capabilities. Includes access tiers (hot, cool, archive) and lifecycle management.
- ▌ Canvas Design · tryboy869 bundleCreate beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
- ▌ Data Pipeline · tryboy869 bundleApply when building ETL pipelines, data processing workflows, batch jobs, or streaming data systems. Covers: chunking, idempotency, error handling, progress tracking, schema validation. Trigger for: ETL, pipeline, batch, data processing, CSV, transform, extract, load.
- ▌ Docker Devops · tryboy869 bundleApply when writing Dockerfiles, docker-compose files, or container orchestration. Covers: multi-stage builds, layer caching, security hardening, compose patterns, health checks. Trigger for: Docker, container, Dockerfile, docker-compose, k8s.
- ▌ Elasticsearch · tryboy869 bundle[Applies to: **/*] This rule file guides developers on best practices for using Elasticsearch, focusing on data modeling, query optimization, performance, and code structure for robust, high-performance search applications.
- ▌ Flask Restful · tryboy869 bundle[Applies to: **/*.py] This guide defines definitive best practices for building robust, maintainable, and modern REST APIs using Flask-RESTful, emphasizing Pydantic for validation and clear architectural patterns.
- ▌ Llamaindex JS · tryboy869 bundle[Applies to: **/*.{js,jsx,ts,tsx}] Definitive guidelines for writing robust, performant, and maintainable `llamaindex-js` applications using modern TypeScript best practices.
- ▌ Next Type LLM · tryboy869 bundleApply for next-type-llm. ASSISTANT RULES Holistic understanding of requirements & stack Don’t apologize for errors: fix them
- ▌ Opencv Python · tryboy869 bundle[Applies to: **/*.py] This guide provides definitive, opinionated best practices for writing high-performance, maintainable, and robust `opencv-python` code in Python applications.
- ▌ Redis Caching · tryboy869 bundleApply when implementing caching, session storage, rate limiting, or pub/sub with Redis. Covers: key design, TTL strategy, cache invalidation, Redis Streams, connection pooling. Trigger for: Redis, cache, session, rate limit, pub/sub, queue.
- ▌ Skill Creator · tryboy869 bundleCreate new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
- ▌ Unreal Engine · tryboy869 bundle[Applies to: **/*] Definitive guidelines for writing consistent, performant, and maintainable C++ and Blueprint code in Unreal Engine 5.x projects.
- ▌ Wiki Llms Txt · tryboy869 bundleGenerates llms.txt and llms-full.txt files for LLM-friendly project documentation following the llms.txt specification. Use when the user wants to create LLM-readable summaries, llms.txt files, or make their wiki accessible to language models.
- ▌ Apollo GRAPHQL · tryboy869 bundle[Applies to: **/*.{js,jsx}] Definitive guidelines for building robust, performant, and maintainable apollo-graphql applications using modern best practices and tooling.
- ▌ Azure Postgres · tryboy869 bundleCreate new Azure Database for PostgreSQL Flexible Server instances and configure passwordless authentication with Microsoft Entra ID. Set up developer access, managed identities for apps, group-based permissions, and migrate from password-based to Entra ID authentication. Trigger phrases include 'passwordless for postgres', 'entra id postgres', 'azure ad postgres authentication', 'postgres managed identity', 'migrate postgres to passwordless'.
- ▌ Beautifulsoup4 · tryboy869 bundle[Applies to: **/*.py] This guide provides opinionated, actionable, and example-driven best practices for using beautifulsoup4 in Python web scraping projects, focusing on modern techniques and common pitfalls.
- ▌ Codex Analysis · tryboy869 bundleRun Codex CLI for deep code analysis and second-opinion reviews. Use when the user explicitly asks for Codex analysis, Codex help, or wants a second opinion from Codex on code, architecture, or debugging questions.
- ▌ Deployment Vps · tryboy869 bundleApply when deploying applications to VPS, bare metal, or cloud VMs. Covers: systemd services, nginx reverse proxy, SSL with Certbot, zero-downtime deployment, firewall setup. Trigger for: deploy, VPS, server, nginx, production deploy, systemd, SSL.
- ▌ Sqlalchemy · tryboy869 bundle[Applies to: **/*.py] This guide enforces modern SQLAlchemy 2.x best practices for Python applications, ensuring type-safe, performant, and maintainable database interactions.
- ▌ Tensorflow · tryboy869 bundle[Applies to: **/*.py] This guide defines the definitive best practices for writing TensorFlow code, focusing on `tf.keras` for models, `tf.data` for input pipelines, and `@tf.function` for performance, ensuring reproducible, scalable, and production-ready ML systems.
- ▌ Typescript · tryboy869 bundleApply for any TypeScript project. Covers: strict config, type patterns, generics, discriminated unions, type guards, utility types, and common anti-patterns. Trigger for: TypeScript, TS, types, interfaces, generics.
- ▌ Websockets · tryboy869 bundleApply when building real-time features with WebSockets: chat, live updates, notifications, collaborative tools, dashboards. Covers: FastAPI WebSocket, connection management, broadcast, reconnection. Trigger for: WebSocket, real-time, live, chat, push, SSE.
- ▌ Android Sdk · tryboy869 bundle[Applies to: **/*.java] This guide provides definitive best practices for Android SDK development in Java, focusing on modern architecture, Jetpack libraries, performance, security, and testing.
- ▌ AWS Amplify · tryboy869 bundle[Applies to: **/*] This guide provides opinionated, actionable best practices for building scalable, maintainable full-stack applications using AWS Amplify Gen 2, focusing on TypeScript-first development and efficient cloud resource management.
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- ▌ Copilot Sdk · tryboy869 bundleBuild applications powered by GitHub Copilot using the Copilot SDK. Use when creating programmatic integrations with Copilot across Node.js/TypeScript, Python, Go, or .NET. Covers session management, custom tools, streaming, hooks, MCP servers, BYOK providers, session persistence, custom agents, skills, and deployment patterns. Requires GitHub Copilot CLI installed and a GitHub Copilot subscription (unless using BYOK).
- ▌ Cursorrules · tryboy869 bundleApply for cursorrules. I am building 'BA Copilot', where BA stands for Business Analysts. I will sometimes refer to it as bacp. It is an assistant for business analysts. The MVP will be a an ai chatbot type tool, which will
- ▌ Discord API · tryboy869 bundle[Applies to: **/*] Definitive guidelines for building robust, scalable, and compliant Discord applications using the discord-api, emphasizing REST over Gateway, strong typing, and modern interaction patterns.
- ▌ Fontawesome · tryboy869 bundle[Applies to: **/*] This guide provides definitive rules for integrating and utilizing Font Awesome 7 icons, focusing on accessibility, performance, and maintainability through Kit-based setup and modern best practices.
- ▌ Huggingface · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for writing robust, performant, and maintainable Python code using Hugging Face Transformers and the Hugging Face Hub.
- ▌ Llama Index · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for building production-ready LlamaIndex applications, emphasizing modularity, type safety, cloud services, and robust testing.
- ▌ Material UI · tryboy869 bundle[Applies to: **/*] Provides definitive guidelines for building scalable, performant, and maintainable React applications using Material-UI (MUI), focusing on modern best practices.
- ▌ MCP Builder · tryboy869 bundleGuide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
- ▌ Py Fast API · tryboy869 bundleApply for py-fast-api. You are an expert in Python, FastAPI, and scalable API development. Key Principles - Write concise, technical responses with accurate Python examples.
- ▌ React Query · tryboy869 bundle[Applies to: **/*.{js,jsx,ts,tsx}] Definitive guidelines for using TanStack Query (formerly React Query) to manage server state efficiently, ensure type safety, and optimize performance in React applications.
- ▌ AWS Lambda · tryboy869 bundle[Applies to: **/*] Definitive guidelines for writing secure, performant, and maintainable AWS Lambda functions using modern best practices.
- ▌ Cloudflare · tryboy869 bundle[Applies to: **/*] Definitive guidelines for building secure, performant, and maintainable applications on Cloudflare's developer platform, emphasizing tiny bundles, edge-first design, and robust security.
- ▌ Codemirror · tryboy869 bundle[Applies to: **/*.{js,jsx}] This guide defines best practices for building and maintaining CodeMirror 6-based editors, focusing on modularity, immutable state, extension-driven configuration, and modern JavaScript/TypeScript patterns.
- ▌ Databricks · tryboy869 bundle[Applies to: **/*] Definitive guidelines for developing robust, performant, and secure applications and data pipelines on Databricks using modern best practices and native services.
- ▌ Dev Expert · tryboy869 bundleApply this skill whenever generating code, projects, or technical architectures. Forces the AI to think like an accomplished full stack developer BEFORE writing any code.
- ▌ Django Orm · tryboy869 bundle[Applies to: **/*.py] This guide provides opinionated, actionable best practices for writing efficient, maintainable, and performant Django ORM code, focusing on common pitfalls and modern patterns.
- ▌ Hypothesis · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for writing robust, maintainable, and performant property-based tests using Hypothesis with Python and pytest.
- ▌ Kubernetes · tryboy869 bundle[Applies to: **/*.{yaml,yml}] This guide defines definitive best practices for writing, organizing, and securing Kubernetes manifests and Operators, ensuring maintainable, performant, and reliable cloud-native deployments.
- ▌ Matplotlib · tryboy869 bundle[Applies to: **/*.py] This guide outlines definitive best practices for writing clean, performant, and maintainable matplotlib code, emphasizing the object-oriented API and modern data science workflows.
- ▌ Notion API · tryboy869 bundle[Applies to: **/*] Definitive guidelines for building secure, typed, and maintainable integrations with the Notion API using modern best practices and official SDKs.
- ▌ Playwright · tryboy869 bundle[Applies to: **/*.{js,ts}] Definitive guidelines for writing robust, maintainable, and high-quality end-to-end tests with Playwright in TypeScript.
- ▌ Postgresql · tryboy869 bundle[Applies to: **/*] This guide defines the definitive best practices for writing clean, performant, and maintainable PostgreSQL SQL, focusing on modern conventions and avoiding common pitfalls.
- ▌ React Mobx · tryboy869 bundle[Applies to: **/*.{js,jsx,ts,tsx}] This guide provides opinionated, actionable best practices for building scalable and performant React applications using MobX, focusing on modern patterns and React Compiler compatibility.
- ▌ Setuptools · tryboy869 bundle[Applies to: **/*.py] This guide defines best practices for configuring Python packages using setuptools, emphasizing modern, declarative `pyproject.toml` workflows for robust and maintainable projects.
- ▌ Springboot · tryboy869 bundle[Applies to: **/*.java] Enforces modern Spring Boot best practices for Java applications, covering code structure, dependency injection, API design, error handling, and testing to ensure maintainable, performant, and secure microservices.
- ▌ Actix Web · tryboy869 bundle[Applies to: **/*.rs] Definitive guidelines for building high-performance, maintainable, and secure web applications with actix-web 4, focusing on modern Rust best practices.
- ▌ Amazon S3 · tryboy869 bundle[Applies to: **/*] This guide provides definitive best practices for interacting with Amazon S3, focusing on security, performance, cost optimization, and maintainable code in modern AWS applications.
- ▌ Chakra UI · tryboy869 bundle[Applies to: **/*] This guide provides opinionated, actionable best practices for using Chakra UI effectively, focusing on token-first theming, responsive design, component architecture, and performance for React 18+ applications.
- ▌ CLI Tools · tryboy869 bundleApply when building CLI tools, command-line interfaces, or scripts meant to be run in terminal. Covers: Click/Typer patterns, argument parsing, progress display, config files, distribution. Trigger for: CLI, command line, terminal, script, Click, Typer, argparse.
- ▌ Debugging · tryboy869 bundleApply when debugging errors, crashes, performance issues, or unexpected behavior. Covers: systematic debug approach, Python debuggers, logging strategies, profiling, common error patterns. Trigger for: bug, error, crash, debug, traceback, exception, not working.
- ▌ Elk Stack · tryboy869 bundle[Applies to: **/*] Definitive guidelines for emitting, structuring, and managing logs within the ELK stack, ensuring robust observability and efficient troubleshooting.
- ▌ Fabric JS · tryboy869 bundle[Applies to: **/*.{js,jsx}] This guide outlines definitive best practices for using fabric-js (v6.9.0+) in JavaScript/TypeScript projects, focusing on performance, maintainability, and modern API usage.
- ▌ Gitlab CI · tryboy869 bundle[Applies to: **/*] This guide provides opinionated, actionable best practices for structuring, optimizing, and securing GitLab CI/CD pipelines, focusing on modern patterns and avoiding common pitfalls.
- ▌ Langchain · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for writing maintainable, performant, and robust LangChain applications using modern best practices (LCEL, LangGraph, Pydantic, `create_agent`).
- ▌ Socket Io · tryboy869 bundle[Applies to: **/*.{js,jsx,ts,tsx}] Definitive guidelines for building robust, performant, and maintainable real-time applications using Socket.IO v4.x, emphasizing modern JavaScript practices and common pitfalls.
- ▌ Streamlit · tryboy869 bundle[Applies to: **/*.py] Enforce modern, performant, and maintainable Streamlit development practices, focusing on caching, modularity, and robust dependency management.
- ▌ Sveltekit · tryboy869 bundle[Applies to: **/*.{js,jsx,ts,tsx,svelte}] Definitive guidelines for building scalable, performant, and maintainable SvelteKit applications using modern best practices, TypeScript, and Svelte 5 runes.
- ▌ Terraform · tryboy869 bundle[Applies to: **/*.tf] Definitive guidelines for writing maintainable, secure, and scalable Terraform configurations. Focuses on structure, naming, state management, and automation.
- ▌ Turbopack · tryboy869 bundle[Applies to: **/*.{js,jsx}] This guide provides opinionated, actionable best practices for developing high-performance, maintainable, and secure applications using Turbopack as the default bundler in Next.js 16+.
- ▌ Amazon Ec2 · tryboy869 bundle[Applies to: **/*] This guide provides definitive best practices for deploying and managing Amazon EC2 instances, focusing on security, cost optimization, and operational excellence through Infrastructure as Code (IaC).
- ▌ Ant Design · tryboy869 bundle[Applies to: **/*] Definitive guidelines for building consistent, performant, and maintainable UIs with Ant Design v6.x, focusing on design tokens, layout, and component usage.
- ▌ Persona · tryboy869 bundleApply for persona. You are an experienced QA Engineer with expertise in writing clear, detailed test cases for TestRail that help testers efficiently execute tests and validate functionality. You understand testing meth
- ▌ Phoenix · tryboy869 bundle[Applies to: **/*] Provides definitive guidelines for building robust, maintainable, and performant Phoenix applications using modern Elixir best practices, focusing on context-driven design, strict formatting, and effective testing.
- ▌ Postman · tryboy869 bundle[Applies to: **/*] This guide defines definitive best practices for structuring, scripting, and testing APIs using Postman, ensuring maintainable, robust, and collaborative API workflows.
- ▌ Pyramid · tryboy869 bundle[Applies to: **/*.py] This guide provides opinionated, actionable best practices for building modern, maintainable, and performant applications with the Pyramid web framework.
- ▌ Pyright · tryboy869 bundle[Applies to: **/*.py] This guide provides definitive, actionable best practices for configuring and using pyright (and basedpyright) to ensure robust, type-safe Python codebases in 2025.
- ▌ Pytorch · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for writing clean, performant, and maintainable PyTorch code, emphasizing modern best practices, explicit device management, and efficient training patterns.
- ▌ Railway · tryboy869 bundle[Applies to: **/*] This guide provides definitive best practices for developing and deploying applications on Railway, focusing on stateless services, reproducible builds with Nixpacks, secure configuration, and optimal performance.
- ▌ Seaborn · tryboy869 bundle[Applies to: **/*.py] This guide defines best practices for using Seaborn in Python for data visualization, emphasizing modern, reproducible, and performant approaches in AI/ML pipelines.
- ▌ Solidjs · tryboy869 bundle[Applies to: **/*.{js,jsx}] This guide provides definitive, opinionated best practices for writing high-performance, maintainable SolidJS applications, focusing on reactivity, component architecture, and common pitfalls.
- ▌ Tkinter · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for building modern, maintainable, and performant Tkinter applications using best practices, ttk, and ttkbootstrap.
- ▌ Tornado · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for writing high-performance, secure, and maintainable Tornado applications using modern Python 3.9+ async/await patterns and best practices.
- ▌ Webpack · tryboy869 bundle[Applies to: **/*.{js,jsx}] This guide provides opinionated, actionable best practices for configuring webpack, focusing on performance, maintainability, and modern development workflows in 2025.
- ▌ Xgboost · tryboy869 bundle[Applies to: **/*.py] Definitive guidelines for writing robust, performant, and maintainable Python code using the xgboost library, focusing on modern best practices and common pitfalls.
- ▌ Zustand · tryboy869 bundle[Applies to: **/*.{js,jsx}] Definitive guidelines for using Zustand in React projects, focusing on type safety, modularity, performance, and maintainability with practical code examples.
- ▌ Auth JWT · tryboy869 bundleApply when implementing authentication and authorization with JWT, OAuth2, or session tokens. Covers: JWT structure, refresh tokens, OAuth2 flows, RBAC, secure cookie patterns. Trigger for: authentication, JWT, OAuth, login, session, token, auth.
- ▌ Azure AI · tryboy869 bundleUse for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. USE FOR: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech. DO NOT USE FOR: Function apps/Functions (use azure-functions), databases (azure-postgres/azure-kusto), general Azure resources.
- ▌ Circleci · tryboy869 bundle[Applies to: **/*] This guide provides opinionated, actionable best practices for writing maintainable, secure, and performant CircleCI configurations and orbs.
- ▌ Electron · tryboy869 bundle[Applies to: **/*.{js,jsx}] This guide provides opinionated, actionable best practices for building secure, performant, and maintainable Electron applications using modern patterns and consistent tooling.
- ▌ Firebase · tryboy869 bundle[Applies to: **/*] This guide provides definitive, opinionated best practices for building secure, performant, and maintainable applications with Firebase, focusing on modern patterns and avoiding common pitfalls.
- ▌ Insomnia · tryboy869 bundle[Applies to: **/*] This guide provides opinionated, actionable best practices for using Insomnia IDE, focusing on modern API testing, collaboration, and CI/CD integration as of 2025.
- ▌ Lightgbm · tryboy869 bundle[Applies to: **/*.py] This guide provides opinionated, actionable best practices for using LightGBM in production-grade Python ML pipelines, focusing on performance, reproducibility, and maintainability.
- ▌ Monorepo · tryboy869 bundleApply when setting up or working in a monorepo with multiple apps and shared packages. Covers: workspace config, shared code patterns, dependency management, CI matrix, affected-only builds. Trigger for: monorepo, workspace, shared packages, nx, turborepo, pnpm workspace.
- ▌ Requests · tryboy869 bundle[Applies to: **/*.py] This guide outlines definitive best practices for using the `requests` library in Python, focusing on performance, reliability, and maintainability for API clients and web interactions.
- ▌ Riverpod · tryboy869 bundle[Applies to: **/*] Definitive guidelines for using Riverpod in Flutter projects, focusing on modern, opinionated best practices for state management, code organization, performance, and testing.