Convert Python code to idiomatic Rust. Use when migrating Python projects to Rust, translating Python patterns to idiomatic Rust, or refactoring Python codebases for performance,…
Convert Roc code to idiomatic Elixir. Use when migrating Roc platform-based applications to Elixir/BEAM, translating statically-typed functional code to dynamic functional style,…
Convert Roc code to idiomatic Elm. Use when migrating Roc applications to Elm frontend code, translating platform-agnostic Roc to browser-based Elm, or refactoring Roc CLI tools…
Convert Roc code to idiomatic Erlang. Use when migrating Roc projects to Erlang/OTP, translating functional patterns to process-based architectures, or refactoring Roc codebases.
Convert Roc code to idiomatic F#. Use when migrating Roc projects to F#, translating Roc patterns to idiomatic F#, or refactoring Roc codebases.
Convert Roc code to idiomatic Haskell. Use when migrating Roc projects to Haskell, translating Roc patterns to idiomatic Haskell, or refactoring Roc codebases.
Convert Roc code to idiomatic Scala. Use when migrating Roc projects to JVM/Scala, translating pure functional patterns to object-functional hybrid, or refactoring Roc codebases.
Convert Scala code to idiomatic Elm. Use when migrating Scala backend logic to Elm frontend applications, translating functional Scala patterns to The Elm Architecture, or…
Convert Scala code to idiomatic Roc. Use when migrating Scala projects to Roc, translating JVM/FP patterns to pure functional patterns, or refactoring Scala codebases.
Switch from Docker to Apple Container for macOS-native container isolation. Use when the user wants Apple Container instead of Docker, or is setting up on macOS and prefers the…
Convex reactive backend expert: schema design, TypeScript functions, real-time subscriptions, auth, file storage, scheduling, and deployment.
Troubleshoots agent behavior, logs LLM interactions, and inspects database state. Use this when responses are unexpected, to understand context the LLM receives, or to diagnose…
Controls message frequency and token usage to prevent abuse and manage API budgets. Use this to implement per-user limits, global caps, burst capacity, and token quota management.
Build real-time, reactive backend applications with Convex using TypeScript queries, mutations, and actions with automatic reactivity and optimistic updates.
Guidelines for building production-ready Convex apps covering function organization, query patterns, validation, TypeScript usage, error handling, and the Zen of Convex design…
Guidelines for building production-ready Convex apps covering function organization, query patterns, validation, TypeScript usage, error handling, and the Zen of Convex design…
Internal query helpers for TypeScript recursion workaround in 84+ module Convex backend. Helper pattern extracts thin queries to avoid "Type instantiation excessively deep"…
Rehearse a live-app schema change + backfill on a snapshot-seeded preview deployment, verify, then promote the proven change to prod with the snapshot as rollback.
PROACTIVELY USED for Convex backend development. Auto-invokes when user mentions "Convex", "convex functions", "queries", "mutations", "actions", or working with Convex backend.
Convex backend patterns for this project. Query/mutation/action structure, TypeScript recursion workarounds, auth patterns, resilient generation (10min actions), normalized schema…
Convex is an open-source reactive database for app developers. Write pure TypeScript server functions with strong consistency, real-time subscriptions, and automatic caching.
Guides self-hosted Convex deployment, authentication setup, environment configuration, troubleshooting, and production deployment considerations.
The definitive guide for working with gastown's convoy system -- batch work tracking, event-driven feeding, stage-launch workflow, and dispatch safety guards.
Apply Conway's homomorphism principle to multi-agent system design, recognizing that agent coordination structure predetermines system architecture and capability.
Automated cookie consent validation using Selenium and Playwright. Covers banner interaction testing, consent state verification, tag firing audit after consent choices,…
Testing cookie and session management including secure flags, SameSite policy, session fixation, timeout behavior, and cross-domain cookie handling.
Cookies in Remix v3 via `remix/cookie` — the low-level building block sessions, auth, and CSRF build on.
Documents and explains the CookMode V2 codebase as it exists. Use this when the user needs factual information about the current implementation, architecture, file locations, or…
Coolify deployment knowledge base - Docker multi-stage builds, CI/CD, SSL, health checks. Use when deploying to Coolify, setting up Docker containers, configuring CI/CD pipelines,…
Deploy to Coolify, which build pack, Nixpacks vs Dockerfile, Coolify rollback, zero-downtime deploy, deploy from registry, Coolify monorepo, Coolify environment variables,…
WarRoom-specifik Coolify-deployment — trigga deploys och inspektera tjänster via Coolify API (portad från IronForge)
Deploy Coolify self-hosted PaaS for application hosting. Covers VM provisioning, installation, GitHub integration, and application deployment with auto-SSL.
Operador mestre do Coolify para plataforma self-hosted de deployment. Use quando o usuário mencionar 'coolify', 'deploy no coolify', 'listar/reiniciar/redeploy aplicações', 'ver…
Use Squad to create human-directed specialist agents that persist in a repository, share decisions through files, and help coordinate implementation, testing, and review work in…
Use MetaGPT to turn a product requirement into coordinated product, architecture, project, and engineering agent outputs that an operator can review and iterate.
Apply collective intelligence coordination patterns — stigmergy, local rules, and quorum sensing — to organize distributed systems, teams, or workflows without centralized…
Coordinate the AWS DevOps Agent across multiple AgentSpaces from one Claude Code session — route questions to the right space (prod vs staging vs knowledge), query several spaces…
Coordinate software development work by analyzing requirements, delegating tasks to specialized sub-agents (developer, code-reviewer, tester), and synthesizing their work into…
Expert Coordinator pattern decisions for iOS/tvOS: when coordinators add value vs overkill, parent-child coordinator hierarchy design, SwiftUI vs UIKit coordinator differences,…
CoPaw 运维助手。用于用户提到 copaw 运维、服务无响应、渠道断连、MCP 失败、模型调用失败、cron 不执行、Docker 部署、重载、重启或重置恢复时使用。优先执行状态检查与故障分流；涉及重启、重载、重置、配置修改等高影响动作时，先向用户说明再执行。
GitHub Copilot Coding Agent automation. Apply the ai-copilot label to an issue → GitHub Actions auto-assigns Copilot via GraphQL → Copilot creates a Draft PR.
Authoritative reference for VS Code Copilot customization mechanisms: instructions, prompt files, custom agents, agent skills, MCP servers, hooks, and plugins.
Delegate a coding task to the GitHub Copilot CLI (`copilot`) as a background implementer, then review its diff and land it yourself.
Build applications that programmatically interact with GitHub Copilot. The SDK wraps the Copilot CLI via JSON-RPC, providing session management, custom tools, hooks, MCP — from…
Effective patterns for using GitHub Copilot to generate, refactor, and maintain test code including prompt engineering for test generation, Copilot Chat for debugging, inline…
Use when building custom agent backends, implementing the AG-UI protocol, debugging streaming issues, or understanding how agents communicate with frontends.
Production-ready CopilotKit pitch deck wizard in main application. Use when enhancing AI conversation features, optimizing Edge Function integration, debugging chat interface, or…
Use when migrating a CopilotKit v1 application to v2 -- updating package imports, replacing deprecated hooks and components, switching from GraphQL runtime to AG-UI protocol…
Debugging discipline for hard bugs — memory leaks, races, routing/sharding issues, regressions, heisenbugs.
Arquitetura de debate multiagente com verificacao simbolica (Cora: Cognitive ORchestrated Argumentation).
Fundamental principles of AI Agent cognitive loops, contrasting ReAct and Plan-and-Solve paradigms.
Expert Core Data decisions for iOS/tvOS: when Core Data vs alternatives, context architecture for multi-threading, migration strategy selection, and performance optimization…
Development guide for the lemline-core module. Use when working with workflow execution (orchestrators, processors), node tree navigation (Node, NodePosition), task states…
Highest-authority engineering rules - priority hierarchy, modular architecture, code reuse, naming, language/output conventions, and the harness map that routes work to…
Base classes, error handling, utilities, configuration, and dependency injection patterns for Flutter Clean Architecture
Use when implementing or debugging Core Location authorization, CLServiceSession, CLMonitor, background location, or async location updates.
Domain, UseCase, Service, Command, Query 클래스를 구현할 때 반드시 사용. 도메인 로직, 비즈니스 로직, 서비스 구현 시 TDD(Red-Green-Refactor) 방식으로 진행.
Comprehensive testing and quality assurance specialist for ensuring code quality through testing strategies
Integrate and optimize Core ML models in iOS apps for on-device machine learning inference. Covers model loading (.mlmodelc, .mlpackage), predictions with auto-generated classes…
Optimize CoreML models for iOS and macOS deployment. Covers quantization, palettization, pruning, Neural Engine targeting, compute unit selection, and performance profiling.