Master modern GraphQL with federation, performance optimization, and enterprise security. Build scalable schemas, implement advanced caching, and design real-time systems. Use PROACTIVELY for GraphQL architecture or performance optimization.
Create structured incident response runbooks with step-by-step procedures, escalation paths, and recovery actions. Use when building runbooks, responding to incidents, or establishing incident response procedures.
You are a security expert specializing in dependency vulnerability analysis, SBOM generation, and supply chain security. Scan project dependencies across ecosystems to identify vulnerabilities, assess risks, and recommend remediation.
You are an error tracking and observability expert specializing in implementing comprehensive error monitoring solutions. Set up error tracking systems, configure alerts, implement structured logging, and ensure teams can quickly identify and resolve production issues.
You are an error tracking and observability expert specializing in implementing comprehensive error monitoring solutions. Set up error tracking systems, configure alerts, implement structured logging,
You are a monitoring and observability expert specializing in implementing comprehensive monitoring solutions. Set up metrics collection, distributed tracing, log aggregation, and create insightful da
You are a technical debt expert specializing in identifying, quantifying, and prioritizing technical debt in software projects. Analyze the codebase to uncover debt, assess its impact, and create acti
You are a technical debt expert specializing in identifying, quantifying, and prioritizing technical debt in software projects. Analyze the codebase to uncover debt, assess its impact, and create acti
Use when planning or reporting statistical analysis - provides test selection, execution code, and APA format guidelines
Multi-agent coordination patterns for OpenCode swarm workflows. Use when working on complex tasks that benefit from parallelization, when coordinating multiple agents, or when managing task decomposition. Do NOT use for simple single-agent tasks.
Multi-agent coordination patterns for OpenCode swarm workflows. Use when working on complex tasks that benefit from parallelization, when coordinating multiple agents, or when managing task decomposition. Do NOT use for simple single-agent tasks.
Guide for job queue patterns in multi-agent coordination. Use when deciding between background jobs vs inline execution, submitting long-running tasks, monitoring job progress, and handling failures. Covers when to queue, job priority, retry strategies, and monitoring patterns.
Use for architecture review of Stacks changes — scope review (CEO-level), data flow analysis, dependency analysis, test matrices, and implementation plans. Invoke with /stacks-plan-review.
Use when implementing payment processing in Stacks — Stripe charges, subscriptions, checkout sessions, customer management, payment methods, invoices, coupons, promo codes, products, prices, webhooks, or the Payment facade. Covers @stacksjs/payments and config/payment.ts.
Use when creating background job classes in app/Jobs/ — job structure, the handle method, job configuration (queue, tries, backoff, timeout, rate), dispatching patterns (dispatch, dispatchIf, dispatchAfter, dispatchNow), or the Every schedule constants. For the queue system internals (workers, batching, events, drivers, testing), see stacks-queue.
Working expectations and documentation practices. Use when capturing learnings, documenting gotchas, recording architectural decisions, or understanding how to work with a codebase. Triggers on "document this", "remember this pattern", "what should I know about", or after completing significant features.
Diagnose and resolve common issues during spec-driven development and implementation. Learn strategies for handling spec-reality divergence, dependency blocks, unclear requirements, and other execution challenges.
Transform vague feature ideas into clear, testable requirements using EARS format. Capture user stories, define acceptance criteria, identify edge cases, and validate completeness before moving to design.
Run comprehensive worker system benchmarks and performance analysis
