anton-abyzov

Expert in mapping SpecWeave increments to JIRA epics/stories/subtasks. Content flows SpecWeave→JIRA, status flows JIRA→SpecWeave. Handles export (incr...

Expert in bidirectional conversion between SpecWeave increments and Azure DevOps (ADO) Epics/Features/User Stories/Tasks. Handles export (increment → ...

Expert at organizing specs and splitting tasks across multiple Azure DevOps projects. Handles project-per-team, area-path-based, and team-based archit...

Validates Azure DevOps projects and resources exist, creates missing resources automatically. Smart enough to prompt user to select existing or create...

Bidirectional synchronization between SpecWeave increments and Azure DevOps work items (two-way sync by default). Activates ONLY when user asks questi...

Anomaly and outlier detection using Isolation Forest, One-Class SVM, autoencoders, and statistical methods. Activates for "anomaly detection", "outlie...

Software architecture patterns and alternatives expert. Covers monolith vs microservices, serverless, event-driven, CQRS, hexagonal architecture, clea...

Intelligent increment archiving expert. Analyzes increment age, status, and activity to recommend archiving strategy. Keeps workspace clean while pres...

Automated machine learning with hyperparameter optimization using Optuna, Hyperopt, or AutoML libraries. Activates for "automl", "hyperparameter tunin...

Deep AWS cost optimization expertise covering EC2 Reserved Instances, Savings Plans, Spot Instances, Lambda cost optimization, S3 lifecycle policies, ...

BMAD (Best, Most Appropriate, Design) technology decision framework expert. Helps evaluate technology alternatives, analyze tradeoffs, calculate TCO, ...

Analyzes existing brownfield projects to map documentation structure to SpecWeave's PRD/HLD/Spec/Runbook pattern. Scans folders, classifies documents,...

Intelligently onboards brownfield projects by merging existing CLAUDE.md backups into SpecWeave structure. Extracts project-specific knowledge, domain...

Non-testing browser automation - web scraping, form filling, screenshot capture, PDF generation, workflow automation. For TESTING with Playwright, use...

Expert knowledge of Claude Code SDK, API, tools (Read, Write, Edit, Bash, Grep, Glob), agent tools (Task, Skill, SlashCommand), plugin hooks, MCP inte...

Expert knowledge of cloud provider pricing models for AWS, Azure, GCP covering compute, storage, database, networking, and serverless services. Includ...

Code review expert for security vulnerabilities, performance, and best practices. Activates for review code, code review, security review, PR review, ...

Coding standards discovery and documentation expert. Analyzes codebase to detect naming conventions, patterns, anti-patterns, and best practices. Gene...

Enterprise-grade compliance architecture for SOC 2, HIPAA, GDPR, PCI-DSS. Provides compliance checklists, security controls, audit guidance, and regul...

Kafka Connect integration expert. Covers source and sink connectors, JDBC, Elasticsearch, S3, Debezium CDC, SMT (Single Message Transforms), connector...

ksqlDB stream processing expert. Covers SQL-like queries on Kafka topics, stream and table concepts, joins, aggregations, windowing, materialized view...

Schema Registry expert for Avro, Protobuf, and JSON Schema management. Covers schema evolution strategies, compatibility modes, validation, and best p...

Explains how SpecWeave achieves context efficiency through Claude's native progressive disclosure mechanism and sub-agent parallelization. Skills load...

Second-pass context optimization that analyzes user prompts and removes irrelevant specs, agents, and skills from loaded context. Achieves 80%+ token ...

Expert cloud cost optimization strategies for AWS, Azure, GCP, and serverless platforms. Covers FinOps principles, right-sizing, reserved instances, s...

Computer vision ML pipelines for image classification, object detection, semantic segmentation, and image generation. Activates for "computer vision",...

Automated data visualization for EDA, model performance, and business reporting. Activates for "visualize data", "create plots", "EDA", "exploratory a...

Expert in building scalable design systems with Atomic Design, design tokens, theming, and component libraries. Activates for design system, design to...

Detects SpecWeave context (.specweave/ directory exists) and provides workflow documentation. Explains available slash commands and workflow. Keywords...

Expert in React Native testing strategies including unit tests with Jest, integration tests, E2E tests with Detox, component testing with React Native...

Expert in creating Mermaid diagrams following C4 Model and SpecWeave conventions. Specializes in system architecture, sequence diagrams, ER diagrams, ...

Generate Mermaid diagrams following C4 conventions. Activates for create diagram, draw diagram, visualize, system diagram, architecture diagram, C4 di...

Docusaurus documentation expert. Specializes in creating, configuring, and deploying Docusaurus documentation sites, MDX authoring, plugin development...

.NET/C# backend developer for ASP.NET Core APIs with Entity Framework Core. Builds REST APIs, minimal APIs, gRPC services, authentication with Identit...

Comprehensive Playwright end-to-end testing expertise covering browser automation, cross-browser testing, visual regression, API testing, mobile emula...

Manages ML experiment tracking with MLflow, Weights & Biases, or SpecWeave's built-in tracking. Activates for "track experiments", "MLflow", "wandb", ...

Expert in Expo SDK 54+ development workflows, EAS Build, EAS Update, native tabs, Expo Router v6, expo-video, expo-audio, dev clients, expo-cli comman...

Expert guide for setting up bidirectional synchronization between SpecWeave and external tools (GitHub Issues, Jira Epics, Azure DevOps Work Items). P...

Comprehensive feature engineering for ML pipelines: data quality assessment, feature creation, selection, transformation, and encoding. Activates for ...

Expert knowledge of SpecWeave framework structure, rules, conventions, and increment lifecycle. Deep understanding of source-of-truth discipline, incr...

Expert frontend developer for React, Vue, Angular, and modern web development. Covers components, hooks, state management, routing, forms, TypeScript,...

Standard format for ALL GitHub issues created by SpecWeave. Ensures checkable acceptance criteria, task connections, working links, and consistent met...

Task-level GitHub issue tracking for SpecWeave increments. Provides fine-grained progress tracking via issue comments, task checklists, and labels. En...

Expert at organizing specs and splitting tasks across multiple GitHub repositories. Handles monorepo, polyrepo, and parent repo architectures. Activat...

Two-way synchronization between SpecWeave specs and GitHub Projects (push & pull by default). Activates ONLY when user asks questions about GitHub int...

Provisions infrastructure on Hetzner Cloud with Terraform/Pulumi. Generates IaC code for CX11/CX21/CX31 instances, managed Postgres, SSL configuration...

Creates comprehensive implementation plans for ANY type of SpecWeave increment (feature, hotfix, bug, change-request, refactor, experiment). Supports ...

Enhanced AI-powered quality assessment with RISK SCORING (BMAD pattern) and quality gate decisions. Evaluates specifications, plans, and tests for cla...

Smart work continuation system that detects implementation intent and routes to active increment or creates new one. Activates for implement, complete...

Instant status commands that bypass LLM processing. Execute scripts directly for /sw:status, /sw:progress, /sw:jobs. Activates for specweave status, s...

Validates Jira projects and boards exist, creates missing resources automatically. Smart enough to prompt user to select existing or create new projec...

Sync SpecWeave increments with JIRA epics/stories. Content flows SpecWeave→JIRA, status flows JIRA→SpecWeave. Activates ONLY when user asks questions ...

Expert knowledge of Apache Kafka architecture, cluster design, capacity planning, partitioning strategies, replication, and high availability. Auto-ac...

Expert knowledge of Kafka CLI tools (kcat, kcli, kaf, kafkactl). Auto-activates on keywords kcat, kafkacat, kcli, kaf, kafkactl, kafka cli, kafka comm...

Infrastructure as Code (IaC) deployment expert for Apache Kafka. Guides Terraform deployments across Apache Kafka (KRaft mode), AWS MSK, Azure Event H...

Kubernetes deployment expert for Apache Kafka. Guides K8s deployments using Helm charts, operators (Strimzi, Confluent), StatefulSets, and production ...

MCP server integration for Kafka operations. Auto-activates on keywords kafka mcp, mcp server, mcp configure, mcp setup, kanapuli, tuannvm, confluent ...

Kafka monitoring and observability expert. Guides Prometheus + Grafana setup, JMX metrics, alerting rules, and dashboard configuration. Activates for ...

Kafka Streams topology design expert. Covers KStream vs KTable vs GlobalKTable, topology patterns, stream operations (filter, map, flatMap, branch), j...

Navigate and load project living documentation for context. Provides a table of contents for specs, ADRs, architecture docs, and operations runbooks. ...

Expert Claude Code marketplace publishing covering npm publishing, GitHub releases, semantic versioning, plugin packaging, README documentation, CHANG...

Expert in Metro bundler configuration, optimization, troubleshooting, caching strategies, custom transformers, asset management, source maps, bundling...

Prepares ML models for production deployment with containerization, API creation, monitoring setup, and A/B testing. Activates for "deploy model", "pr...

Orchestrates complete machine learning pipelines within SpecWeave increments. Activates when users request "ML pipeline", "train model", "build ML sys...

Design DAG-based MLOps pipeline architectures with Airflow, Dagster, Kubeflow, or Prefect. Activates for DAG orchestration, workflow automation, pipel...

Expert in debugging React Native and Expo mobile applications. Covers React DevTools, Flipper, Chrome DevTools, network debugging, crash analysis, err...

Comprehensive ML model evaluation with multiple metrics, cross-validation, and statistical testing. Activates for "evaluate model", "model metrics", "...

Model interpretability and explainability using SHAP, LIME, feature importance, and partial dependence plots. Activates for "explain model", "model in...

Centralized model versioning, staging, and lifecycle management. Activates for "model registry", "model versioning", "model staging", "deploy to produ...

Intelligent multi-project specification splitting and organization. Analyzes user stories to map them to correct projects (FE, BE, MOBILE, INFRA) base...

n8n workflow automation with Kafka integration expert. Covers Kafka trigger node, producer node, event-driven workflows, error handling, retries, and ...

Expert in React Native 0.83+ native modules, Turbo Modules with Codegen, Fabric renderer, JSI (JavaScript Interface), New Architecture migration, brid...

Expert in Next.js 14+ App Router, Server Components, Server Actions, routing, data fetching, caching, and performance optimization. Activates for Next...

Natural language processing ML pipelines for text classification, NER, sentiment analysis, text generation, and embeddings. Activates for "nlp", "text...

Node.js/TypeScript backend developer. Builds Express.js, Fastify, NestJS APIs with Prisma ORM, TypeORM, Mongoose. Implements REST APIs, GraphQL, authe...

Expert in React Native 0.83+ performance optimization including Hermes V1, React 19.2 concurrent features, Intersection Observer, Web Performance APIs...

Expert Claude Code plugin development covering plugin structure, slash commands, auto-activating skills, sub-agents, plugin.json configuration, YAML f...

Validates SpecWeave plugin installation when EXPLICITLY requested by user. Ensures marketplace registered, core plugin installed, and context-specific...

Expert PM validation for increment closure with 3-gate quality checks (tasks, tests, documentation). Acts as final quality gate before closing increme...

Documentation view expert for Docusaurus integration. Launches interactive server for SpecWeave living documentation with hot reload, auto-generated s...

Comprehensive progress synchronization expert. Explains when and how to use /sw:sync-progress for multi-system sync (tasks → docs → external tools). A...

Proactively detects product/project descriptions and guides users through SpecWeave increment planning. Activates when user provides product name, fea...

Python backend developer for FastAPI, Django, Flask APIs with SQLAlchemy, Django ORM, Pydantic validation. Implements REST APIs, async operations, dat...

Manages Release Candidate (RC) workflows including pre-release tagging, RC lifecycle (alpha/beta/rc), testing validation, RC promotion to production, ...

Expert in React Native 0.83+ and Expo SDK 54+ environment setup. Helps with Node.js 20+, Xcode 16.1+, Android Studio, watchman, CocoaPods, EAS Build, ...

Coordinates multi-repository releases with dependency management, release order orchestration, and cross-repo validation. Handles coordinated releases...

Expert in analyzing and recommending release strategies for software projects. Detects existing release patterns in brownfield projects (git tags, CI/...

Product roadmap and feature prioritization expert. Creates product roadmaps, prioritizes features using RICE/MoSCoW/Kano frameworks, defines success m...

Multi-agent orchestration system that coordinates specialized agents (PM, Architect, DevOps, QA, Tech Lead, Security) to work together on complex task...

Intelligent serverless platform recommendation expert. Detects project context (pet-project, startup, enterprise), analyzes workload suitability, rank...

Detects when user reports issues with recently completed work and suggests reopening relevant tasks, user stories, or increments. Auto-activates on ke...

Spec-driven brainstorming and product discovery expert. Helps teams ideate features, break down epics, conduct story mapping sessions, prioritize usin...

Generates comprehensive specifications (spec.md, plan.md, tasks.md with embedded tests) for SpecWeave increments using proven templates and flexible s...

Specification Kit expert covering RFC 2119 keywords, Gherkin syntax, user story formats, acceptance criteria patterns, and specification best practice...

Test-Driven Development (TDD) expertise covering red-green-refactor cycle, behavior-driven development, test-first design, refactoring with confidence...

Test-Driven Development workflow coordinator. Detects TDD intent and offers guided red-green-refactor cycle. Activates for TDD, test-driven, red-green...

Technical writing expert for API documentation, README files, tutorials, changelog management, and developer documentation. Covers style guides, infor...

Time series forecasting with ARIMA, Prophet, LSTM, and statistical methods. Activates for "time series", "forecasting", "predict future", "trend analy...

LLM-native translation skill for SpecWeave content. Activates when translation is needed for CLI messages, templates, documentation, or living docs. U...

Multi-framework UI testing expert - Cypress, Testing Library, component tests. Use for framework comparison, Cypress-specific testing, or React Testin...

Detects multi-repo architecture from user prompts and guides setup. Activates for: multiple repos, 3 repos, frontend repo, backend repo, shared librar...

Comprehensive unit testing expertise covering Vitest, Jest, test-driven development (TDD), mocking strategies, test coverage, snapshot testing, test a...

Update CLAUDE.md and AGENTS.md instruction files with smart merge. Preserves user customizations while updating SpecWeave sections. Use after plugin r...

Aligns versions across multiple repositories according to release strategy (lockstep, independent, umbrella). Handles semantic versioning constraints,...

Visual regression testing expert using Playwright snapshots, Percy, Chromatic, BackstopJS, and pixel-diff analysis. Covers baseline management, respon...

Bidirectional synchronization between SpecWeave increments and Azure DevOps work items. Creates work items from increments, tracks progress via commen...

Automated machine learning with hyperparameter optimization using Optuna, Hyperopt, or AutoML libraries. Activates for "automl", "hyperparameter tunin...

BMAD-METHOD Subject Matter Expert for dynamic gap analysis. Deeply understands BMAD framework and performs on-demand comparison analysis against curre...

Analyzes existing brownfield projects to map documentation structure to SpecWeave's PRD/HLD/Spec/Runbook pattern. Scans folders, classifies documents,...

Explains how SpecWeave achieves context efficiency through Claude's native progressive disclosure mechanism and sub-agent parallelization. Skills load...

Analyzes infrastructure requirements and recommends the cheapest cloud platform. Compares Hetzner, Vercel, AWS, Railway, Fly.io, DigitalOcean based on...

Automated data visualization for EDA, model performance, and business reporting. Activates for "visualize data", "create plots", "EDA", "exploratory a...

Expert guide for creating design systems using Atomic Design methodology. Defines design tokens (colors, typography, spacing, shadows, borders), compo...

Expert in creating Mermaid diagrams following C4 Model and SpecWeave conventions. Specializes in system architecture, sequence diagrams, ER diagrams, ...

Generate Mermaid diagrams following C4 conventions. Activates for create diagram, draw diagram, visualize, system diagram, architecture diagram, C4 di...

Expert in generating Docusaurus documentation sites from SpecWeave structure. Converts .specweave/docs/public/ into a beautiful, deployable static sit...

.NET/C# backend developer for ASP.NET Core APIs with Entity Framework Core. Builds REST APIs, minimal APIs, gRPC services, authentication with Identit...

End-to-end browser automation and testing expert using Playwright. Tests web applications, validates user flows, captures screenshots, checks accessib...

Manages ML experiment tracking with MLflow, Weights & Biases, or SpecWeave's built-in tracking. Activates for "track experiments", "MLflow", "wandb", ...

Comprehensive feature engineering for ML pipelines: data quality assessment, feature creation, selection, transformation, and encoding. Activates for ...

Design-to-code workflow patterns for Figma. Assumes Figma MCP server provides design data. Converts design tokens to CSS/TypeScript, scaffolds compone...

Frontend developer for React, Vue, Angular web applications. Implements UI components, state management, forms, routing, API integration, responsive d...

Task-level GitHub issue tracking for SpecWeave increments. Provides fine-grained progress tracking via issue comments, task checklists, and labels. En...

Bidirectional synchronization between SpecWeave increments and GitHub Issues. Creates issues from increments, tracks progress via comments, updates in...

Creates comprehensive implementation plans for ANY type of SpecWeave increment (feature, hotfix, bug, change-request, refactor, experiment). Supports ...

Optional AI-powered quality assessment for specifications, plans, and tests. Goes beyond rule-based validation to evaluate clarity, testability, edge ...

Enhanced AI-powered quality assessment with RISK SCORING (BMAD pattern) and quality gate decisions. Evaluates specifications, plans, and tests for cla...

Validates Jira projects and boards exist, creates missing resources automatically. Smart enough to prompt user to select existing or create new projec...

Sync SpecWeave increments with JIRA epics/stories. Activates for JIRA sync, create JIRA issue, import from JIRA, sync to JIRA. Coordinates with specwe...

Prepares ML models for production deployment with containerization, API creation, monitoring setup, and A/B testing. Activates for "deploy model", "pr...

Orchestrates complete machine learning pipelines within SpecWeave increments. Activates when users request "ML pipeline", "train model", "build ML sys...

Centralized model versioning, staging, and lifecycle management. Activates for "model registry", "model versioning", "model staging", "deploy to produ...

NextJS 14+ implementation specialist. Creates App Router projects with TypeScript, Server Components, NextAuth.js, Prisma ORM, Tailwind CSS, shadcn/ui...

Node.js/TypeScript backend developer. Builds Express.js, Fastify, NestJS APIs with Prisma ORM, TypeORM, Mongoose. Implements REST APIs, GraphQL, authe...

Expert knowledge of Claude Code's plugin system, marketplace management, and installation commands. Activates for plugin installation, marketplace set...

Proactively validates SpecWeave plugin installation before workflows execute. Auto-activates when /specweave:* commands detected. Ensures marketplace ...

Proactively detects product/project descriptions and guides users through SpecWeave increment planning. Activates when user provides product name, fea...

Python backend developer for FastAPI, Django, Flask APIs with SQLAlchemy, Django ORM, Pydantic validation. Implements REST APIs, async operations, dat...

Multi-agent orchestration system that coordinates specialized agents (PM, Architect, DevOps, QA, Tech Lead, Security) to work together on complex task...

Intelligent routing system that parses ambiguous user requests and routes them to appropriate SpecWeave skills with >90% accuracy. Acts as the "traffi...

Refines rough ideas into spec-ready designs through structured Socratic questioning, alternative exploration, and incremental validation. Use BEFORE c...

Use when encountering ANY bug, test failure, or unexpected behavior before proposing fixes - systematic five-phase framework (context loading, root ca...

Generates comprehensive specifications (spec.md, plan.md, tasks.md with embedded tests) for SpecWeave increments using proven templates and flexible s...

SPEC-KIT Subject Matter Expert for dynamic gap analysis. Deeply understands spec-kit framework and performs on-demand comparison analysis against curr...

Expert in bidirectional conversion between SpecWeave increments and Azure DevOps (ADO) Epics/Features/User Stories/Tasks. Handles export (increment → ...

Detects SpecWeave context (.specweave/ directory exists) and provides workflow documentation. Explains available slash commands and workflow. Keywords...

Expert knowledge of SpecWeave framework structure, rules, conventions, and increment lifecycle. Deep understanding of source-of-truth discipline, incr...

Expert in bidirectional conversion between SpecWeave increments and JIRA epics/stories/subtasks. Handles export (increment → JIRA), import (JIRA → inc...

Test-Driven Development workflow coordinator. Detects TDD intent and offers guided red-green-refactor cycle. Activates for TDD, test-driven, red-green...

Time series forecasting with ARIMA, Prophet, LSTM, and statistical methods. Activates for "time series", "forecasting", "predict future", "trend analy...

LLM-native translation skill for SpecWeave content. Activates when translation is needed for CLI messages, templates, documentation, or living docs. U...