anton-abyzov

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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 Buil...

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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

by anton-abyzov

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