Pr Workflow
>
Rest Api Node
>
Code Scaffolding
Generate project boilerplate, component templates, and framework scaffolding that follows existing codebase conventions. Use when the user says 'scaffold', 'generate boilerplate', 'create a new component', 'set up a new service', 'bootstrap', 'new module', 'add a new route', 'create a new endpoint', 'template for', 'stub out', or 'create a new page'. Also triggers on 'scaffolding', 'boilerplate',…
Log Analysis
>
Prompt Engineering
>
Product Verification
>
Pipeline Patterns
>
Multi Stage Builds
>
Review Checklist
>
Immutability Patterns
>
Parallel Task Execution
>
Context Management
>
Query Optimization
>
Mcp Server Creation
>
Spring Boot Patterns
>
Middleware Patterns
>
Django Admin Customization
>
Branching Strategy
>
Pydantic Validation
>
Pre Post Hooks
>
Migration Patterns
>
Error Tracing
>
Drf Api Patterns
>
Error Handling Go
>
File Organization
>
Dependency Injection Fastapi
>
Idiomatic Go
>
Commit Conventions
>
Docker Compose Guide
>
Multi Agent Orchestration
>
Agent Communication
>
Pr Standards
>
Deploy Strategies
>
Mcp Resource Patterns
>
Hook Recipes
>
Cicd Deployment
Manage CI/CD pipelines, build processes, deployment configurations, and release workflows. Use when the user says 'set up CI', 'create a pipeline', 'deploy this', 'fix the build', 'GitHub Actions', 'deployment failed', 'create release workflow', 'add a build step', 'configure staging', or 'set up preview deployments'. Also triggers on 'CI/CD', 'continuous integration', 'continuous deployment', 'p…
Schema Design Guide
>
Github Actions Guide
>
Dockerfile Best Practices
>
Library Api Reference
Look up, document, and troubleshoot internal libraries, SDKs, and APIs. Use when the user asks 'how does our X library work', 'what's the API for Y', 'document this internal tool', 'I keep getting errors from Z library', 'what are the gotchas with this SDK', or needs to understand undocumented internal code. Also triggers on 'API reference', 'library docs', 'SDK usage', 'internal tool documentati…
Django Orm Mastery
>
Tool Use Patterns
>
Infra Operations
Perform routine infrastructure maintenance: health checks, log rotation, certificate renewal, dependency updates, database maintenance, cache management, and capacity monitoring. Use when the user says 'check system health', 'rotate logs', 'update dependencies', 'check SSL certificates', 'database maintenance', 'clear cache', 'disk space', 'check service status', or 'infrastructure checkup'. Also…
Data Fetch Analysis
Connect to databases, monitoring systems, analytics platforms, and APIs to fetch, analyze, and report on data. Use when the user says 'query the database', 'check the metrics', 'fetch data from', 'analyze this data', 'pull logs', 'generate a report', 'check error rates', 'what does the data show', 'dashboard data', or 'investigate this trend'. Also triggers on 'data analysis', 'database query', '…
Naming Conventions
>
Maven Gradle Guide
>
Concurrency Patterns Go
>
Task Coordination
>
Automation Triggers
>
Anthropic Sdk Guide
>
Automated Review Setup
>
Desktop Pilot Mcp
Universal macOS app automation MCP server — 30-100x faster than screenshot-based computer-use. Uses Accessibility API, AppleScript, and CGEvent.
Subagent Patterns
>
Runbook Investigator
Structured investigation and troubleshooting for production incidents, build failures, performance issues, and mysterious bugs. Use when the user says 'debug this', 'why is this failing', 'investigate this issue', 'troubleshoot', 'production is down', 'this is broken and I don't know why', 'help me find the root cause', 'postmortem', 'incident response', or 'something is wrong'. Also triggers on…
Business Process Automation
Automate repetitive development workflows: release notes generation, changelog updates, dependency management, environment setup, data migrations, and cross-system synchronization. Use when the user says 'automate this', 'I keep doing this manually', 'generate release notes', 'update the changelog', 'sync these systems', 'batch process', 'automate onboarding', 'script this workflow', or 'create a…
Systematic Debugging
>
Async Fastapi
>
Express Error Handling
>
Code Quality Review
Perform structured code reviews enforcing quality standards, naming conventions, architecture patterns, and team agreements. Use when the user says 'review this code', 'code review', 'check quality', 'review my PR', 'what's wrong with this', 'improve this code', 'review before merge', 'peer review', or 'audit this'. Also triggers on 'code quality', 'review standards', 'enforce conventions', 'tech…
Junit Testing
>