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Enforces PEP 8, Ruff formatting, type hints, and Google-style docstrings for Python data science projects. Generates complete, production-ready code with pandas, numpy, and plotly defaults.

Enforce code quality standards for TanStack Start projects with TypeScript, Tailwind v4, and strict linting rules. Includes absolute imports, feature-based organization, and mandatory quality checks.

Automated smoke testing for ProcessMaker 4 CI instances. Run API calls, Playwright tests, and server configuration against remote PM4 servers using bearer token authentication.

Decompile AutoHotkey executables using Resource Hacker™ with automatic fallbacks for UPX-packed and legacy AHK formats. Integrates with Windows context menu for one-click decompilation.

Comprehensive Python development standards with Flask REST APIs, SQLite databases, pytest testing, type hints, and security best practices following PEP 8 and Black formatting.

Enforces C99 coding standards, naming conventions, documentation requirements, and best practices for libmyrtx RTOS development including memory management patterns and error handling.

AI agent guidance for working with the Genonaut recommender systems project - handles environment setup, testing, database migrations, and full-stack development workflows

Build LLM systems using PocketFlow's minimalist graph-based framework. Humans design high-level flows, AI agents implement nodes and utilities. Covers requirements, flow design, utilities, data schemas, and reliability patterns.

Expert TypeScript development for Next.js applications with shadcn/ui, Tailwind CSS, and Python LLM backend. Follows structured coding process with explicit verbosity control and comprehensive session tracking.

A teaching assistant that guides students through data science problems using the Socratic method, giving hints instead of direct answers while supporting R/tidyverse and debugging tools.

Developer workflow guide for Witsy - cross-platform Electron-based desktop AI assistant and universal MCP client built with TypeScript, Vue 3, and Vite

Code review assistant for Couchbase Sync Gateway focusing on REST API specs, logging standards, security, and performance

TDD-focused development workflow with strict testing, formatting, and PR guidelines for the Ruler project

Comprehensive guidelines for AI agents working on the IIS Project, covering testing, documentation, and development workflow requirements.

Spec-driven AI coding agent for BuildMate Studio, a collaborative platform that turns natural-language ideas into production-ready web and native mobile applications with enterprise governance.

Comprehensive .aider.conf.yml configuration template with all available options for the Aider AI pair programming tool

Development guidance for the housegur-api FastAPI project with SQLAlchemy raw SQL patterns, stored procedure calls, and Spanish field naming conventions.

Production-ready Aider configuration optimized for Claude Sonnet with auto-commits disabled, shell suggestions off, and VS Code integration

Configure Aider to use OpenRouter API with custom models and prompt caching for cost-effective AI-assisted coding.

Build real-time customer analytics systems using OpenCV and YOLOv8 for retail environments with visitor detection, tracking, and demographic analysis