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Code review guidelines for Couchbase Sync Gateway - REST API validation, logging standards, data redaction, performance checks, and code quality best practices

Expert assistant for Our World In Data's interactive data visualization platform. Handles TypeScript/React codebase, MySQL database, ArchieML/Google Docs pipeline, and Grapher component development.

Expert guidance for developing Zammad - an open-source helpdesk/customer support platform with Ruby on Rails backend and Vue 3 frontends (desktop-view, mobile, and legacy desktop-app).

Enforces project-specific rules and documentation for the DuckDuckGo Android app. Validates code generation against project standards, searches documentation before answering, and ensures compliance with established patterns and architecture.

Conduct strict code review for AgentScope following project guidelines. Enforces lazy loading, encapsulation, security, testing, documentation standards, and Conventional Commits.

Comprehensive guide for working on MAP PRO, an enterprise XBRL financial filing processing system with strict architectural principles including no hardcoding, market/taxonomy agnostic design, and filesystem-based data management.

Expert assistant for developing partial-cps, a Clojure/ClojureScript library providing lightweight continuation-passing style transformations and async/await functionality.

Expert guidance for developing a 384kHz USB audio recorder Android app with real-time ultrasonic visualization, optimized for bat call recording and high-frequency signal analysis.

Maintain a Reddit Wiki page as a public modlog. Automatically scrapes moderation actions from a subreddit and publishes them to a wiki page using PRAW and SQLite.

Expert guidance for creating technical blog content about AI-assisted development with authentic voice, practical examples, and production-ready code. Based on Jeff Blankenburg's 31-day series teaching experienced developers how to use AI coding tools effectively.

Expert guidance for developing with PolyPESTO, a parameter estimation package for polymerization data using PyPESTO. Assists with model development, testing, parameter estimation workflows, and AMICI integration.

Development guide for Pollyanna community platform. Includes build commands, code style (Perl taint mode, security best practices), directory structure (default/config templates), and database management (SQLite).

Expert assistant for the pkg-to-jsr codebase - a zero-config CLI tool that generates jsr.json from package.json for publishing to JSR (JavaScript Registry).

Expert guidance for developing and maintaining FS25 Vehicle Sorter, a Python desktop app that reorders vehicles in Farming Simulator 2025 savegames by modifying vehicles.xml files.

Error prevention and best practices enforcement for agent-assisted coding. Use when writing code to catch common mistakes, enforce patterns, prevent bugs, validate inputs, handle errors, follow coding standards, avoid anti-patterns, and ensure code quality through proactive checks and guardrails.

Convert MCP tools into TypeScript APIs that LLMs can orchestrate through generated code instead of direct tool calls. Enables complex workflows with error handling and multi-step operations.

Configure Aider AI pair programming tool with git integration, model settings, and file handling preferences for automated commits and diff visualization.

AI assistant for FeedFlow RSS Reader - a Kotlin Multiplatform app targeting Android, iOS, macOS, Windows, and Linux with Compose and SwiftUI. Handles builds, tests, i18n, and platform-specific development.

Fast onboarding for AI agents working on Zammad, an open-source helpdesk/customer support platform. Provides mental model of the Rails + Vue 3 codebase, tech stack, project structure, and coding standards.

Enforces project-specific documentation and coding standards for the DuckDuckGo Android app through mandatory documentation lookups before generating code or answers.