prompt-engineering-patterns — Автоматизация и оркестровка AI-агентов для разработки

# Claude Code Plugins: Orchestration and Automation > **⚡ Updated for Opus 4.6, Sonnet 4.6 & Haiku 4.5** — Three-tier model strategy for optimal performance [](https://smithery.ai/skills?ns=wshobson&utm_source=github&utm_medium=badge) > **🎯 Agent Skills Enabled** — 146 specialized skills extend Claude's capabilities across plugins with progressive disclosure A comprehensive production-ready system combining **112 specialized AI agents**, **16 multi-agent workflow orchestrators**, **146 agent skills**, and **79 development tools** organized into **72 focused, single-purpose plugins** for [Claude Code](https://docs.claude.com/en/docs/claude-code/overview). ## Overview This unified repository provides everything needed for intelligent automation and multi-agent orchestration across modern software development: - **72 Focused Plugins** - Granular, single-purpose plugins optimized for minimal token usage and composability - **112 Specialized Agents** - Domain experts with deep knowledge across architecture, languages, infrastructure, quality, data/AI, documentation, business operations, and SEO - **146 Agent Skills** - Modular knowledge packages with progressive disclosure for specialized expertise - **16 Workflow Orchestrators** - Multi-agent coordination systems for complex operations like full-stack development, security hardening, ML pipelines, and incident response - **79 Development Tools** - Optimized utilities including project scaffolding, security scanning, test automation, and infrastructure setup ### Key Features - **Granular Plugin Architecture**: 72 focused plugins optimized for minimal token usage - **Comprehensive Tooling**: 79 development tools including test generation, scaffolding, and security scanning - **100% Agent Coverage**: All plugins include specialized agents - **Agent Skills**: 146 specialized skills following for progressive disclosure and token efficiency - **Clear Organization**: 23 categories with 1-6 plugins each for easy discovery - **Efficient Design**: Average 3.4 components per plugin (follows Anthropic's 2-8 pattern) ### How It Works Each plugin is completely isolated with its own agents, commands, and skills: - **Install only what you need** - Each plugin loads only its specific agents, commands, and skills - **Minimal token usage** - No unnecessary resources loaded into context - **Mix and match** - Compose multiple plugins for complex workflows - **Clear boundaries** - Each plugin has a single, focused purpose - **Progressive disclosure** - Skills load knowledge only when activated **Example**: Installing `python-development` loads 3 Python agents, 1 scaffolding tool, and makes 16 skills available (~1000 tokens), not the entire marketplace. ## Quick Start ### Step 1: Add the Marketplace Add this marketplace to Claude Code: ```bash /plugin marketplace add wshobson/agents ``` This makes all 72 plugins available for installation, but **does not load any agents or tools** into your context. ### Step 2: Install Plugins Browse available plugins: ```bash /plugin ``` Install the plugins you need: ```bash # Essential development plugins /plugin install python-development # Python with 16 specialized skills /plugin install javascript-typescript # JS/TS with 4 specialized skills /plugin install backend-development # Backend APIs with 3 architecture skills # Infrastructure & operations /plugin install kubernetes-operations # K8s with 4 deployment skills /plugin install cloud-infrastructure # AWS/Azure/GCP with 4 cloud skills # Security & quality /plugin install security-scanning # SAST with security skill /plugin install comprehensive-review # Multi-perspective code analysis # Full-stack orchestration /plugin install full-stack-orchestration # Multi-agent workflows ``` Each installed plugin loads **only its specific agents, commands, and skills** into Claude's context. ### Plugins vs Agents You install **plugins**, which bundle agents: | Plugin | Agents | | ----------------------- | ------------------------------------------------- | | `comprehensive-review` | architect-review, code-reviewer, security-auditor | | `javascript-typescript` | javascript-pro, typescript-pro | | `python-development` | python-pro, django-pro, fastapi-pro | | `blockchain-web3` | blockchain-developer | ```bash # ❌ Wrong - can't install agents directly /plugin install typescript-pro # ✅ Right - install the plugin /plugin install javascript-typescript@claude-code-workflows ``` ### Troubleshooting **"Plugin not found"** → Use plugin names, not agent names. Add `@claude-code-workflows` suffix. **Plugins not loading** → Clear cache and reinstall: ```bash rm -rf ~/.claude/plugins/cache/claude-code-workflows && rm ~/.claude/plugins/installed_plugins.json ``` ## Documentation ### Core Guides - **[Plugin Reference](docs/plugins.md)** - Complete catalog of all 72 plugins - **[Agent Reference](docs/agents.md)** - All 112 agents organized by category - **[Agent Skills](docs/agent-skills.md)** - 146 specialized skills with progressive disclosure - **[Usage Guide](docs/usage.md)** - Commands, workflows, and best practices - **[Architecture](docs/architecture.md)** - Design principles and patterns - **[PluginEval](docs/plugin-eval.md)** - Quality evaluation framework (layers, dimensions, scoring) ### Quick Links - [Installation](#quick-start) - Get started in 2 steps - [Essential Plugins](docs/plugins.md#quick-start---essential-plugins) - Top plugins for immediate productivity - [Command Reference](docs/usage.md#command-reference-by-category) - All slash commands organized by category - [Multi-Agent Workflows](docs/usage.md#multi-agent-workflow-examples) - Pre-configured orchestration examples - [Model Configuration](docs/agents.md#model-configuration) - Haiku/Sonnet hybrid orchestration ## What's New ### PluginEval — Quality Evaluation Framework (NEW) A three-layer evaluation framework for measuring and certifying plugin/skill quality: ```bash /plugin install plugin-eval@claude-code-workflows ``` - **Three Evaluation Layers** — Static analysis (instant), LLM judge (semantic), Monte Carlo simulation (statistical) - **10 Quality Dimensions** — Triggering accuracy, orchestration fitness, output quality, scope calibration, progressive disclosure, token efficiency, robustness, structural completeness, code template quality, ecosystem coherence - **Quality Badges** — Platinum (★★★★★), Gold (★★★★), Silver (★★★), Bronze (★★) - **Anti-Pattern Detection** — OVER_CONSTRAINED, EMPTY_DESCRIPTION, MISSING_TRIGGER, BLOATED_SKILL, ORPHAN_REFERENCE, DEAD_CROSS_REF - **Statistical Rigor** — Wilson score CI, bootstrap CI, Clopper-Pearson exact CI, Elo ranking - **CLI + Claude Code** — `uv run plugin-eval score/certify/compare` or `/eval`, `/certify`, `/compare` commands - **CI Gate** — `--threshold` flag exits non-zero below a minimum score ```bash # Quick evaluation (static only, instant) uv run plugin-eval score path/to/skill --depth quick # Standard evaluation (static + LLM judge) uv run plugin-eval score path/to/skill --depth standard # Full certification (all layers + Elo) uv run plugin-eval certify path/to/skill ``` [→ View PluginEval documentation](docs/plugin-eval.md) ### Agent Teams Plugin Orchestrate multi-agent teams for parallel workflows using Claude Code's experimental Agent Teams feature: ```bash /plugin install agent-teams@claude-code-workflows ``` - **7 Team Presets** — `review`, `debug`, `feature`, `fullstack`, `research`, `security`, `migration` - **Parallel Code Review** — `/team-review src/ --reviewers security,performance,architecture` - **Hypothesis-Driven Debugging** — `/team-debug "API returns 500" --hypotheses 3` - **Parallel Feature Development** — `/team-feature "Add OAuth2 auth" --plan-first` - **Research Teams** — Parallel investigation across codebase and web sources - **Security Audits** — 4 reviewers covering OWASP, auth, dependencies, and secrets - **Migration Support** — Coordinated migration with parallel streams and correctness verification Includes 4 specialized agents, 7 commands, and 6 skills with reference documentation. [→ View agent-teams documentation](plugins/agent-teams/README.md) ### Conductor Plugin — Context-Driven Development Transforms Claude Code into a project management tool with a structured **Context → Spec & Plan → Implement** workflow: ```bash /plugin install conductor@claude-code-workflows ``` - **Interactive Setup** — `/conductor:setup` creates product vision, tech stack, workflow rules, and style guides - **Track-Based Development** — `/conductor:new-track` generates specifications and phased implementation plans - **TDD Workflow** — `/conductor:implement` executes tasks with verification checkpoints - **Semantic Revert** — `/conductor:revert` undoes work by logical unit (track, phase, or task) - **State Persistence** — Resume setup across sessions with persistent project context - **3 Skills** — Context-driven development, track management, workflow patterns [→ View Conductor documentation](plugins/conductor/README.md) ### Agent Skills (146 skills across 21 plugins) Specialized knowledge packages following Anthropic's progressive disclosure architecture: **Language Development:** - **Python** (5 skills): async patterns, testing, packaging, performance, UV package manager - **JavaScript/TypeScript** (4 skills): advanced types, Node.js patterns, testing, modern ES6+ **Infrastructure & DevOps:** - **Kubernetes** (4 skills): manifests, Helm charts, GitOps, security policies - **Cloud Infrastructure** (4 skills): Terraform, multi-cloud, hybrid networking, cost optimization - **CI/CD** (4 skills): pipeline design, GitHub Actions, GitLab CI, secrets management **Development & Architecture:** - **Backend** (3 skills): API design, architecture patterns, microservices - **LLM Applications** (8 skills): LangGraph, prompt engineering, RAG, evaluation, embeddings, similarity search, vector tuning, hybrid search **Blockchain & Web3** (4 skills): DeFi protocols, NFT standards, Solidity security, Web3 testing **Project Management:** - **Conductor** (3 skills): context-driven development, track management, workflow patterns **And more:** Framework migration, observability, payment processing, ML operations, security scanning [→ View complete skills documentation](docs/agent-skills.md) ### Three-Tier Model Strategy Strategic model assignment for optimal performance and cost: | Tier | Model | Agents | Use Case | | ---------- | -------- | ------ | ----------------------------------------------------------------------------------------------- | | **Tier 1** | Opus 4.6 | 42 | Critical architecture, security, ALL code review, production coding (language pros, frameworks) | | **Tier 2** | Inherit | 42 | Complex tasks - user chooses model (AI/ML, backend, frontend/mobile, specialized) | | **Tier 3** | Sonnet | 51 | Support with intelligence (docs, testing, debugging, network, API docs, DX, legacy, payments) | | **Tier 4** | Haiku | 18 | Fast operational tasks (SEO, deployment, simple docs, sales, content, search) | **Why Opus 4.6 for Critical Agents?** - 80.8% on SWE-bench (industry-leading) - 65% fewer tokens for complex tasks - Best for architecture decisions and security audits **Tier 2 Flexibility (`inherit`):** Agents marked `inherit` use your session's default model, letting you balance cost and capability: - Set via `claude --model opus` or `claude --model sonnet` when starting a session - Falls back to Sonnet 4.6 if no default specified - Perfect for frontend/mobile developers who want cost control - AI/ML engineers can choose Opus for complex model work **Cost Considerations:** - **Opus 4.6**: $5/$25 per million input/output tokens - Premium for critical work - **Sonnet 4.6**: $3/$15 per million tokens - Balanced performance/cost - **Haiku 4.5**: $1/$5 per million tokens - Fast, cost-effective operations - Opus's 65% token reduction on complex tasks often offsets higher rate - Use `inherit` tier to control costs for high-volume use cases Orchestration patterns combine models for efficiency: ``` Opus (architecture) → Sonnet (development) → Haiku (deployment) ``` [→ View model configuration details](docs/agents.md#model-configuration) ## Popular Use Cases ### Full-Stack Feature Development ```bash /full-stack-orchestration:full-stack-feature "user authentication with OAuth2" ``` Coordinates 7+ agents: backend-architect → database-architect → frontend-developer → test-automator → security-auditor → deployment-engineer → observability-engineer [→ View all workflow examples](docs/usage.md#multi-agent-workflow-examples) ### Security Hardening ```bash /security-scanning:security-hardening --level comprehensive ``` Multi-agent security assessment with SAST, dependency scanning, and code review. ### Python Development with Modern Tools ```bash /python-development:python-scaffold fastapi-microservice ``` Creates production-ready FastAPI project with async patterns, activating skills: - `async-python-patterns` - AsyncIO and concurrency - `python-testing-patterns` - pytest and fixtures - `uv-package-manager` - Fast dependency management ### Kubernetes Deployment ```bash # Activates k8s skills automatically "Create production Kubernetes deployment with Helm chart and GitOps" ``` Uses kubernetes-architect agent with 4 specialized skills for production-grade configs. [→ View complete usage guide](docs/usage.md) ## Plugin Categories **24 categories, 72 plugins:** - 🎨 **Development** (4) - debugging, backend, frontend, multi-platform - 📚 **Documentation** (3) - code docs, API specs, diagrams, C4 architecture - 🔄 **Workflows** (5) - git, full-stack, TDD, **Conductor** (context-driven development), **Agent Teams** (multi-agent orchestration) - ✅ **Testing** (2) - unit testing, TDD workflows - 🔍 **Quality** (2) - comprehensive review, performance - 🤖 **AI & ML** (4) - LLM apps, agent orchestration, context, MLOps - 📊 **Data** (2) - data engineering, data validation - 🗄️ **Database** (2) - database design, migrations - 🚨 **Operations** (4) - incident response, diagnostics, distributed debugging, observability - ⚡ **Performance** (2) - application performance, database/cloud optimization - ☁️ **Infrastructure** (5) - deployment, validation, Kubernetes, cloud, CI/CD - 🔒 **Security** (4) - scanning, compliance, backend/API, frontend/mobile - 💻 **Languages** (7) - Python, JS/TS, systems, JVM, scripting, functional, embedded - 🔗 **Blockchain** (1) - smart contracts, DeFi, Web3 - 💰 **Finance** (1) - quantitative trading, risk management - 💳 **Payments** (1) - Stripe, PayPal, billing - 🎮 **Gaming** (1) - Unity, Minecraft plugins - 📢 **Marketing** (4) - SEO content, technical SEO, SEO analysis, content marketing - 💼 **Business** (3) - analytics, HR/legal, customer/sales - And more... [→ View complete plugin catalog](docs/plugins.md) ## Architecture Highlights ### Granular Design - **Single responsibility** - Each plugin does one thing well - **Minimal token usage** - Average 3.4 components per plugin - **Composable** - Mix and match for complex workflows - **100% coverage** - All 112 agents accessible across plugins ### Progressive Disclosure (Skills) Three-tier architecture for token efficiency: 1. **Metadata** - Name and activation criteria (always loaded) 2. **Instructions** - Core guidance (loaded when activated) 3. **Resources** - Examples and templates (loaded on demand) ### Repository Structure ``` claude-agents/ ├── .claude-plugin/ │ └── marketplace.json # 72 plugins ├── plugins/ │ ├── python-development/ │ │ ├── agents/ # 3 Python experts │ │ ├── commands/ # Scaffolding tool │ │ └── skills/ # 5 specialized skills │ ├── kubernetes-operations/ │ │ ├── agents/ # K8s architect │ │ ├── commands/ # Deployment tools │ │ └── skills/ # 4 K8s skills │ └── ... (65 more plugins) ├── docs/ # Comprehensive documentation └── README.md # This file ``` [→ View architecture details](docs/architecture.md) ## Contributing To add new agents, skills, or commands: 1. Identify or create the appropriate plugin directory in `plugins/` 2. Create `.md` files in the appropriate subdirectory: - `agents/` - For specialized agents - `commands/` - For tools and workflows - `skills/` - For modular knowledge packages 3. Follow naming conventions (lowercase, hyphen-separated) 4. Write clear activation criteria and comprehensive content 5. Update the plugin definition in `.claude-plugin/marketplace.json` See [Architecture Documentation](docs/architecture.md) for detailed guidelines. ## Resources ### Documentation - [Claude Code Documentation](https://docs.claude.com/en/docs/claude-code/overview) - [Plugins Guide](https://docs.claude.com/en/docs/claude-code/plugins) - [Subagents Guide](https://docs.claude.com/en/docs/claude-code/sub-agents) - [Agent Skills Guide](https://docs.claude.com/en/docs/agents-and-tools/agent-skills/overview) - [Slash Commands Reference](https://docs.claude.com/en/docs/claude-code/slash-commands) ### This Repository - [Plugin Reference](docs/plugins.md) - [Agent Reference](docs/agents.md) - [Agent Skills Guide](docs/agent-skills.md) - [Usage Guide](docs/usage.md) - [Architecture](docs/architecture.md) ## License MIT License - see [LICENSE](LICENSE) file for details. ## Star History [](https://www.star-history.com/#wshobson/agents&type=date&legend=top-left)