Discover DevOps skills, compare source repositories and read the instructions for each workflow.
Design DAG-based MLOps pipeline architectures with Airflow, Dagster, Kubeflow, or Prefect. Activates for DAG orchestration, workflow automation, pipeline design patterns, CI/CD for ML. Use for platform-agnostic...
Schema Registry expert for Avro, Protobuf, and JSON Schema management. Covers schema evolution strategies, compatibility modes, validation, and best practices for managing schemas in Confluent Cloud and self-ho...
MCP server integration for Kafka operations. Auto-activates on keywords kafka mcp, mcp server, mcp configure, mcp setup, kanapuli, tuannvm, confluent mcp, kafka integration. Provides configuration examples and...
Detects SpecWeave context (.specweave/ directory exists) and provides workflow documentation. Explains available slash commands and workflow. Keywords slash commands, /sw:increment, /increment, /sw:do, /sw:prog...
Code review expert for security vulnerabilities, performance, and best practices. Activates for review code, code review, security review, PR review, pull request review, check my code, code quality, vulnerabil...
Two-way synchronization between SpecWeave specs and GitHub Projects (push & pull by default). Activates ONLY when user asks questions about GitHub integration or needs help configuring GitHub sync. Does NOT act...
Model interpretability and explainability using SHAP, LIME, feature importance, and partial dependence plots. Activates for "explain model", "model interpretability", "SHAP", "LIME", "feature importance", "why...
Kafka monitoring and observability expert. Guides Prometheus + Grafana setup, JMX metrics, alerting rules, and dashboard configuration. Activates for kafka monitoring, prometheus, grafana, kafka metrics, jmx ex...
AI image generation expert using Pollinations.ai - FREE, no API key required. Generates professional-quality images for websites, apps, marketing, mockups, icons, and illustrations. Activates for image, images,...
Security Engineer and application security expert. Performs threat modeling, security architecture review, penetration testing, vulnerability assessment, and security compliance. Handles OWASP Top 10, authentic...
Validates Jira projects and boards exist, creates missing resources automatically. Smart enough to prompt user to select existing or create new projects. For boards, accepts either IDs (validates existence) or...
Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices. Enforces TDD best practices across teams with AI-as...
Automated machine learning with hyperparameter optimization using Optuna, Hyperopt, or AutoML libraries. Activates for "automl", "hyperparameter tuning", "optimize hyperparameters", "auto tune model", "neural a...
Navigate and load project living documentation for context. Provides a table of contents for specs, ADRs, architecture docs, and operations runbooks. Use when implementing features, making design decisions, or...
QA Lead that creates test suites ONE FILE AT A TIME to prevent crashes. Handles test plans, test cases, testing strategies, quality gates. **CRITICAL CHUNKING RULE - Large test suites (15 files) done incrementa...
Natural language processing ML pipelines for text classification, NER, sentiment analysis, text generation, and embeddings. Activates for "nlp", "text classification", "sentiment analysis", "named entity recogn...
Technical writing expert for API documentation, README files, tutorials, changelog management, and developer documentation. Covers style guides, information architecture, versioning docs, OpenAPI/Swagger, and d...
Updates living documentation during implementation. Syncs task completion to docs, changes [DRAFT] to [COMPLETE], maintains bidirectional links. Activates for update docs, sync documentation, mark complete, doc...
n8n workflow automation with Kafka integration expert. Covers Kafka trigger node, producer node, event-driven workflows, error handling, retries, and no-code/low-code event processing patterns. Activates for n8...
Smart work continuation system that detects implementation intent and routes to active increment or creates new one. Activates for implement, complete, build, add, develop, work on, continue, resume, finish, fi...
Generate a validated REST API endpoint with automatic test execution
Sync SpecWeave increments with JIRA epics/stories. Content flows SpecWeave→JIRA, status flows JIRA→SpecWeave. Activates ONLY when user asks questions about JIRA integration or needs help configuring JIRA sync....
Expert in Next.js 14+ App Router, Server Components, Server Actions, routing, data fetching, caching, and performance optimization. Activates for Next.js, Next, App Router, Server Components, RSC, Next.js 14, S...
Detects when user reports issues with recently completed work and suggests reopening relevant tasks, user stories, or increments. Auto-activates on keywords: not working, broken, bug, issue, problem, failing, e...
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.