aka. Agent Skills
Discover skills for AI coding agents. Works with Claude Code, OpenAI Codex, Gemini CLI, Cursor, and more.
AI image generation using Pollinations.ai with Stable Horde fallback - FREE with no API key required. Use when generating hero images, icons, logos, illustrations, mockups, or any visual assets for websites and apps. Covers product shots, avatars, placeholders, and social media images with professional quality.
Plan and create SpecWeave increments with PM and Architect agent collaboration. Use when starting new features, hotfixes, bugs, or any development work that needs specification and task breakdown. Creates spec.md, plan.md, tasks.md with proper AC-IDs and living docs integration.
AI-powered quality assessment using LLM-as-Judge pattern with BMAD risk scoring and formal gate decisions. Use for evaluating increment specs, assessing task completeness, or making quality gate decisions (PASS/CONCERNS/FAIL). Chain-of-thought reasoning ensures transparent evaluation.
Generate and maintain coding standards documentation from existing codebase patterns. Use when creating STANDARDS.md files, onboarding new developers, documenting team conventions, analyzing naming conventions, detecting anti-patterns, or discovering implicit code standards. Evidence-based approach - standards reflect reality, not aspirations.
AWS cost optimization - EC2 Reserved Instances, Savings Plans, Spot, Lambda optimization, Cost Explorer, Trusted Advisor.
Validates SpecWeave plugin installation when EXPLICITLY requested by user. Use for checking if plugins are installed correctly, validating marketplace registration, or troubleshooting missing plugins. Only triggers on explicit requests to avoid false positives during normal workflow.
Production observability architect - metrics, logs, traces, SLOs. Opinionated on OpenTelemetry-first, Prometheus+Grafana stack, alert fatigue prevention. Activates for monitoring, observability, SLI/SLO, alerting, Prometheus, Grafana, tracing, logging, Datadog, New Relic, OpenTelemetry, OTEL, metrics collection, log aggregation, distributed tracing, Jaeger, Zipkin, Loki, ELK stack, Elasticsearch, Kibana, Fluentd, structured logging, alert rules, dashboards, Grafana dashboards, PromQL, LogQL, cardinality, metric labels, span context, trace ID, correlation ID, service mesh observability, APM, application performance monitoring, error tracking, Sentry, uptime monitoring, synthetic monitoring, real user monitoring, RUM.
UX/UI design principles for clean, intuitive interfaces. Use when designing layouts, improving usability, planning information architecture, or ensuring accessibility. Triggers on "user experience", "usability", "information architecture", "accessibility", "interaction design".
Ruby and Rails best practices following POODR and Refactoring Ruby. Use for Rails development guidance, code quality, dependency injection, small methods, and OOP principles. Triggers on "rails best practice", "poodr", "refactoring", "ruby oop", "code quality".
Azure DevOps integration specialist for SpecWeave increments with epic/feature/story management and bidirectional sync. Use when creating ADO work items, syncing task completion, or troubleshooting ADO API issues. Covers rate limiting, WIQL queries, and area path configuration.
Prepares ML models for production deployment with containerization, API creation, monitoring setup, and A/B testing. Activates for "deploy model", "production deployment", "model API", "containerize model", "docker ml", "serving ml model", "model monitoring", "A/B test model". Generates deployment artifacts and ensures models are production-ready with monitoring, versioning, and rollback capabilities.
Performance engineering - OpenTelemetry, distributed tracing, load testing (k6, JMeter), multi-tier caching, Core Web Vitals. Use for slow apps or latency issues.
Updates GitHub issues for user stories with proper ACs and tasks. Activates for update user story issue, fix GitHub issue format, add checkable ACs, refresh user story issue, sync user story to GitHub.
Expert agent for splitting SpecWeave tasks across multiple GitHub repositories based on architecture patterns. Analyzes task dependencies across services and creates tracking issues in multiple repositories for multi-repo architectures.
Comprehensive ML model evaluation with multiple metrics, cross-validation, and statistical testing. Activates for "evaluate model", "model metrics", "model performance", "compare models", "validation metrics", "test accuracy", "precision recall", "ROC AUC". Generates detailed evaluation reports with visualizations and statistical significance tests, integrated with SpecWeave increment documentation.
Executive documentation from technical living docs - business summaries, progress dashboards, feature status reports. Use for stakeholder communication.
Living documentation updater that syncs implementation progress to product docs. Use when updating docs after task completion, changing DRAFT status to published, or ensuring documentation reflects current implementation state.
Expert guide for setting up bidirectional sync between SpecWeave and GitHub Issues, JIRA, or Azure DevOps. Use when configuring external tool integration, mapping fields between systems, or troubleshooting sync issues. Covers webhook setup, authentication, and conflict resolution strategies.
Infrastructure-as-Code specialist for Terraform, AWS, Azure, and serverless architectures. Use when setting up cloud infrastructure, writing Terraform modules, or deploying to AWS Lambda/Vercel/Cloudflare. Covers VPC configuration, container orchestration, and CI/CD pipeline infrastructure.
Code navigation with LSP. When user says "find references", "go to definition", "where defined", "show type", "list symbols", "what uses", or "who calls" - use native LSP tools if available, otherwise fall back to specweave lsp commands.
Intelligent multi-project specification splitting that maps user stories to correct projects (FE, BE, MOBILE, INFRA). Use when working with multiple JIRA/GitHub projects, microservices architecture, or brownfield projects with multiple teams. Analyzes content and tech stack for automatic classification.
Performance engineering for web applications, databases, and distributed systems optimization. Use for analyzing bottlenecks, implementing caching strategies, or improving Core Web Vitals. Covers profiling, load testing, bundle optimization, and database query performance tuning.
Product roadmap and feature prioritization expert with RICE, MoSCoW, and Kano frameworks. Use when planning product roadmaps, prioritizing features across increments, or defining success metrics and KPIs. Covers ROI analysis, stakeholder communication, and quarterly planning.
Real-time security pattern detector based on Anthropic's official security-guidance plugin. Use proactively when writing code to detect command injection, XSS, unsafe deserialization, and dynamic code execution risks. Identifies dangerous patterns BEFORE they're committed.