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"…
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.
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,…
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 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,…
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.
Build applications that programmatically interact with GitHub Copilot. The SDK wraps the Copilot CLI via JSON-RPC, providing session management, custom tools, hooks, MCP server…
Production-ready CopilotKit pitch deck wizard in main application. Use when enhancing AI conversation features, optimizing Edge Function integration, debugging chat interface, or…
Arquitetura de debate multiagente com verificacao simbolica (Cora: Cognitive ORchestrated Argumentation).
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…
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
Optimize CoreML models for iOS and macOS deployment. Covers quantization, palettization, pruning, Neural Engine targeting, compute unit selection, and performance profiling.
Integrate CoreWeave deployments into CI/CD pipelines with GitHub Actions. Use when automating container builds, deploying inference services from CI, or validating GPU manifests…
Collect CoreWeave cluster diagnostics for support tickets. Use when preparing a support case, collecting GPU node status, or documenting pod failures.
Deploy inference services on CoreWeave with Helm charts and Kustomize. Use when deploying multi-model inference, managing GPU deployments at scale, or templating CoreWeave…
Deploy a GPU workload on CoreWeave with kubectl. Use when running your first GPU job, testing inference, or verifying CoreWeave cluster access.
Configure CoreWeave Kubernetes Service (CKS) access with kubeconfig and API tokens. Use when setting up kubectl access to CoreWeave, configuring CKS clusters, or authenticating…
Set up local development workflow for CoreWeave GPU deployments. Use when building containers locally, testing YAML manifests, or iterating on model serving configurations before…
Production readiness checklist for CoreWeave GPU workloads. Use when launching inference services, preparing GPU training for production, or validating deployment configurations.
Handle CoreWeave API and GPU quota limits. Use when hitting quota limits, managing GPU resource allocation, or implementing request queuing for inference endpoints.
Reference architecture for CoreWeave GPU cloud deployments. Use when designing ML infrastructure, planning multi-model serving, or establishing CoreWeave deployment standards.
Upgrade CoreWeave deployments and migrate between GPU types. Use when migrating from A100 to H100, upgrading CUDA versions, or updating inference server versions.
Master Kotlin coroutines with suspend functions, flows, channels, and structured concurrency for building async applications.
Genera el código completo de archivos React para corregir errores de ejecución (como propiedades indefinidas), respondiendo siempre en español y sin proporcionar ejemplos…
Unify metrics, logs, and traces for cohesive debugging. Implement exemplars for log-to-trace linking, build unified dashboards using RED/USE methods, and enable rapid root cause…
Implement distributed tracing with correlation IDs, trace propagation, and span tracking across microservices.
Automatically validates Cloudflare Workers CORS configuration, ensuring proper headers, OPTIONS handling, and origin validation for cross-origin requests
Debug and fix memory system issues — validate memories, rate quality, manage protection, forget bad memories, and restore from checkpoints.
Deploy rsyslog forwarding drop-ins to configured fleet hosts over SSH. Use when configuring fleet forwarding, repairing missing rsyslog forwarding, or updating forwarding after…
Run a comprehensive cortex health check covering environment, config quality, storage, ports, service status, HTTP health, MCP actions, listener reachability, Docker ingest, and…
Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate.
Tail or follow cortex service logs from Docker Compose. Use when the user asks for cortex service logs, startup logs, crash logs, plugin deployment logs, Docker logs, or follow…
Search and retrieve memories from Cortex persistent memory. Use when the user asks 'what did we decide about X', 'do you remember', 'what was the fix for', 'find that thing…
Search and retrieve global memories — knowledge that applies across all projects. Use when the user asks 'what are our coding standards', 'what conventions do we follow', 'what's…
Re-run the cortex plugin setup hook with the current userConfig and verify the Docker Compose deployment.
Store important decisions, patterns, errors, lessons, and context into Cortex persistent memory. Use when the user says 'remember this', 'save this', 'store this for later', 'note…
Check whether the running cortex Docker container matches the local Compose image. Use when the user asks whether cortex is current, stale, deployed, updated, running the latest…
Use when adding CoSec to a Spring Boot application, choosing WebFlux/WebMVC/Gateway modules, configuring JWT authentication, authorization filters, local policies, Redis policy…