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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...
Intelligently onboards brownfield projects by merging existing CLAUDE.md backups into SpecWeave structure. Extracts project-specific knowledge, domain context, team conventions, and technical details from backu...
Coding standards discovery agent. Performs deep analysis of codebase to detect naming conventions, import patterns, function characteristics, type usage, error handling, and anti-patterns. Generates evidence-ba...
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", "do...
Expert knowledge of Apache Kafka architecture, cluster design, capacity planning, partitioning strategies, replication, and high availability. Auto-activates on keywords kafka architecture, cluster sizing, part...
Visual regression testing expert using Playwright snapshots, Percy, Chromatic, BackstopJS, and pixel-diff analysis. Covers baseline management, responsive testing, cross-browser visual testing, component visual...
Documentation view expert for Docusaurus integration. Launches interactive server for SpecWeave living documentation with hot reload, auto-generated sidebar, and Mermaid diagrams. Works in ANY SpecWeave project...
Expert in debugging React Native and Expo mobile applications. Covers React DevTools, Flipper, Chrome DevTools, network debugging, crash analysis, error boundaries, debugging native modules, remote debugging, b...
Time series forecasting with ARIMA, Prophet, LSTM, and statistical methods. Activates for "time series", "forecasting", "predict future", "trend analysis", "seasonality", "ARIMA", "Prophet", "sales forecast", "...
Expert PM validation for increment closure with 3-gate quality checks (tasks, tests, documentation). Acts as final quality gate before closing increments. Validates task completion, test coverage, documentation...
Test-Driven Development (TDD) expertise covering red-green-refactor cycle, behavior-driven development, test-first design, refactoring with confidence, TDD best practices, TDD workflow, unit testing strategies,...
Product roadmap and feature prioritization expert. Creates product roadmaps, prioritizes features using RICE/MoSCoW/Kano frameworks, defines success metrics and KPIs, and translates technical decisions into bus...
Expert guide for setting up bidirectional synchronization between SpecWeave and external tools (GitHub Issues, Jira Epics, Azure DevOps Work Items). Provides interactive setup wizards with sync direction option...
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.