rust-observability
Production observability with tracing, OpenTelemetry, and Prometheus metrics including structured logging, instrumented functions, distributed tracing, health checks, and request correlation. Use when adding logging, metrics, tracing, or health endpoints to Rust services.
pop-routine-measure
Display routine measurement dashboard with metrics, costs, trends, and visualization
go-error-handling
Use when implementing Go error handling with error wrapping, sentinel errors, and custom error types. Use when handling errors in Go applications.
metrics-report
Posts metrics data to a reporting endpoint. Use this when users need to send metrics data that has been collected and stored in temporary files to a reporting API.
dapr-config-validator
Automatically validate DAPR configuration files (dapr.yaml, component YAML files) when they are created or modified. Checks for schema compliance, missing required fields, invalid values, and common misconfigurations. Use when validating DAPR configs, reviewing component setup, or before deployment.
moai-lang-go
Enterprise Go for systems and network programming Go 1.25.4, Fiber v3, gRPC, context patterns, goroutine orchestration, standard library mastery; activates for REST APIs, microservices, concurrent systems, backend infrastructure, and performance-critical code.
nethercore-publishing
Publishing Nethercore games. Triggers on "publish game", "release", "upload", "ROM packaging", "nether pack", "CI/CD", "GitHub Actions". **Load references when:** - ROM packaging details -> `references/rom-packaging.md` - CI workflow templates -> `references/ci-workflows.md`
technical-decision-making
Master technical decision-making, architecture choices, technology evaluation, and technical roadmaps for engineering teams
xfi-create-archetype
Guide for creating a new X-Fidelity archetype configuration. Use when defining project templates, configuring rule sets, or setting up dependency requirements.
technical-constitution
Generates technical implementation plans and architectural strategies that enforce the Project Constitution. Use when designing new features, starting implementation tasks, refactoring code, or ensuring compliance with critical standards like Testability-First Architecture, security mandates, testing strategies, and error handling.
review-task
Orchestrate comprehensive quality assessment by executing 5 specialized quality skills in sequence and synthesizing results into a unified quality gate decision. This skill should be used when performing final review of completed implementation.
project-evaluation
Comprehensive project status evaluation using hive-mind coordination, GOAP planning, neural analysis, and AgentDB memory. Use when assessing architecture health, planning refactoring, or generating status reports.
plan-review
Systematic project plan review toolkit. Evaluate architecture decisions, building block specifications, sprint plans, cost estimates, risk assessments, and implementation feasibility for comprehensive project plan validation.
compare-architectures
Generate and compare multiple architecture options (minimal, moderate, full modernization) with comprehensive trade-offs analysis across cost, timeline, risk, performance, and maintainability dimensions. Use when evaluating multiple architectural approaches or deciding between modernization strategies with different cost/risk trade-offs.
cost-optimization
Cloud cost optimization and FinOps practices. Use when analyzing cloud costs, implementing savings strategies, or optimizing resource usage.
ml-workflow
ML development workflow covering experiment design, baseline establishment, iterative improvement, and experiment tracking best practices.
create-architecture
Generate comprehensive system architecture documents from requirements, supporting Frontend, Backend, and Fullstack projects with scale-adaptive depth and Architecture Decision Records. Use when translating requirements (PRD/epic) into technical architecture for new projects or major features.
enterprise-readiness
Assess and enhance software projects for enterprise-grade security, quality, and automation. Aligned with OpenSSF Scorecard, SLSA, and S2C2F.
landing-the-plane
Checklist for finishing work, pushing a branch, and opening a ready-for-review PR with tests and tracker updates.
quality-gate
Synthesize all quality assessments (risk, test-design, traceability, NFR) into evidence-based gate decision (PASS/CONCERNS/FAIL/WAIVED) with comprehensive rationale. Generates both YAML (CI/CD) and Markdown (human review) reports with action items. Use during final quality review to make go/no-go deployment decisions based on comprehensive quality evidence.
github-issue
Manage GitHub issues - fetch details, update descriptions, add comments, close issues. Use when working with GitHub issues, reviewing issue status, or tracking implementation progress.