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Intelligent automation and multi-agent orchestration for Claude Code

sethhobson.com

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โšก Updated for Opus 4.5, Sonnet 4.5 & Haiku 4.5 โ€” Three-tier model strategy for optimal performance

๐ŸŽฏ Agent Skills Enabled โ€” 107 specialized skills extend Claudeโ€™s capabilities across plugins with progressive disclosure

A comprehensive production-ready system combining 99 specialized AI agents, 15 multi-agent workflow orchestrators, 107 agent skills, and 71 development tools organized into 67 focused, single-purpose plugins for Claude Code.

Overview

This unified repository provides everything needed for intelligent automation and multi-agent orchestration across modern software development:

  • 67 Focused Plugins - Granular, single-purpose plugins optimized for minimal token usage and composability
  • 99 Specialized Agents - Domain experts with deep knowledge across architecture, languages, infrastructure, quality, data/AI, documentation, business operations, and SEO
  • 107 Agent Skills - Modular knowledge packages with progressive disclosure for specialized expertise
  • 15 Workflow Orchestrators - Multi-agent coordination systems for complex operations like full-stack development, security hardening, ML pipelines, and incident response
  • 71 Development Tools - Optimized utilities including project scaffolding, security scanning, test automation, and infrastructure setup

Key Features

  • Granular Plugin Architecture: 67 focused plugins optimized for minimal token usage
  • Comprehensive Tooling: 71 development tools including test generation, scaffolding, and security scanning
  • 100% Agent Coverage: All plugins include specialized agents
  • Agent Skills: 107 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 Anthropicโ€™s 2-8 pattern)

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 5 skills available (~300 tokens), not the entire marketplace.

Quick Start

Add this marketplace to Claude Code:

/plugin marketplace add wshobson/agents

This makes all 67 plugins available for installation, but does not load any agents or tools into your context.

Browse available plugins:

/plugin

Install the plugins you need:

# Essential development plugins
/plugin install python-development          # Python with 5 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 code-review-ai             # AI-powered code review

# Full-stack orchestration
/plugin install full-stack-orchestration   # Multi-agent workflows

Each installed plugin loads only its specific agents, commands, and skills into Claudeโ€™s context.

You install plugins, which bundle agents:

PluginAgents
comprehensive-reviewarchitect-review, code-reviewer, security-auditor
javascript-typescriptjavascript-pro, typescript-pro
python-developmentpython-pro, django-pro, fastapi-pro
blockchain-web3blockchain-developer
# โŒ Wrong - can't install agents directly
/plugin install typescript-pro

# โœ… Right - install the plugin
/plugin install javascript-typescript@claude-code-workflows

Troubleshooting

โ€œPlugin not foundโ€ โ†’ Use plugin names, not agent names. Add @claude-code-workflows suffix.

Plugins not loading โ†’ Clear cache and reinstall:

rm -rf ~/.claude/plugins/cache/claude-code-workflows && rm ~/.claude/plugins/installed_plugins.json

Documentation

Core Guides

Whatโ€™s New

Specialized knowledge packages following Anthropicโ€™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 (4 skills): LangChain, prompt engineering, RAG, evaluation

Blockchain & Web3 (4 skills): DeFi protocols, NFT standards, Solidity security, Web3 testing

And more: Framework migration, observability, payment processing, ML operations, security scanning

โ†’ View complete skills documentation

Strategic model assignment for optimal performance and cost:

TierModelAgentsUse Case
Tier 1Opus 4.542Critical architecture, security, ALL code review, production coding (language pros, frameworks)
Tier 2Inherit42Complex tasks - user chooses model (AI/ML, backend, frontend/mobile, specialized)
Tier 3Sonnet51Support with intelligence (docs, testing, debugging, network, API docs, DX, legacy, payments)
Tier 4Haiku18Fast operational tasks (SEO, deployment, simple docs, sales, content, search)

Why Opus 4.5 for Critical Agents?

  • 80.9% 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 sessionโ€™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 4.5 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 4.5: 25 per million input/output tokens - Premium for critical work
  • Sonnet 4.5: 15 per million tokens - Balanced performance/cost
  • Haiku 4.5: 5 per million tokens - Fast, cost-effective operations
  • Opusโ€™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) โ†’ Sonnet (development) โ†’ Haiku (deployment)

โ†’ View model configuration details

/full-stack-orchestration:full-stack-feature "user authentication with OAuth2"

Coordinates 7+ agents: backend-architect โ†’ database-architect โ†’ frontend-developer โ†’ test-automator โ†’ security-auditor โ†’ deployment-engineer โ†’ observability-engineer

โ†’ View all workflow examples

Security Hardening

/security-scanning:security-hardening --level comprehensive

Multi-agent security assessment with SAST, dependency scanning, and code review.

/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

# 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.

โ†’ View complete usage guide

Plugin Categories

23 categories, 67 plugins:

  • ๐ŸŽจ Development (4) - debugging, backend, frontend, multi-platform
  • ๐Ÿ“š Documentation (3) - code docs, API specs, diagrams, C4 architecture
  • ๐Ÿ”„ Workflows (3) - git, full-stack, TDD
  • โœ… Testing (2) - unit testing, TDD workflows
  • ๐Ÿ” Quality (3) - code review, comprehensive review, performance
  • ๐Ÿค– AI & ML (4) - LLM apps, agent orchestration, context, MLOps
  • ๐Ÿ“Š Data (2) - data engineering, data validation
  • ๐Ÿ—„๏ธ Database (2) - database design, migrations
  • ๐Ÿšจ Operations (4) - incident response, diagnostics, distributed debugging, observability
  • โšก Performance (2) - application performance, database/cloud optimization
  • โ˜๏ธ Infrastructure (5) - deployment, validation, Kubernetes, cloud, CI/CD
  • ๐Ÿ”’ Security (4) - scanning, compliance, backend/API, frontend/mobile
  • ๐Ÿ’ป Languages (7) - Python, JS/TS, systems, JVM, scripting, functional, embedded
  • ๐Ÿ”— Blockchain (1) - smart contracts, DeFi, Web3
  • ๐Ÿ’ฐ Finance (1) - quantitative trading, risk management
  • ๐Ÿ’ณ Payments (1) - Stripe, PayPal, billing
  • ๐ŸŽฎ Gaming (1) - Unity, Minecraft plugins
  • ๐Ÿ“ข Marketing (4) - SEO content, technical SEO, SEO analysis, content marketing
  • ๐Ÿ’ผ Business (3) - analytics, HR/legal, customer/sales
  • And moreโ€ฆ

โ†’ View complete plugin catalog

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 99 agents accessible across plugins

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/
โ”œโ”€โ”€ .claude-plugin/
โ”‚   โ””โ”€โ”€ marketplace.json          # 67 plugins
โ”œโ”€โ”€ plugins/
โ”‚   โ”œโ”€โ”€ python-development/
โ”‚   โ”‚   โ”œโ”€โ”€ agents/               # 3 Python experts
โ”‚   โ”‚   โ”œโ”€โ”€ commands/             # Scaffolding tool
โ”‚   โ”‚   โ””โ”€โ”€ skills/               # 5 specialized skills
โ”‚   โ”œโ”€โ”€ kubernetes-operations/
โ”‚   โ”‚   โ”œโ”€โ”€ agents/               # K8s architect
โ”‚   โ”‚   โ”œโ”€โ”€ commands/             # Deployment tools
โ”‚   โ”‚   โ””โ”€โ”€ skills/               # 4 K8s skills
โ”‚   โ””โ”€โ”€ ... (65 more plugins)
โ”œโ”€โ”€ docs/                          # Comprehensive documentation
โ””โ”€โ”€ README.md                      # This file

โ†’ View architecture details

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 for detailed guidelines.

Resources

Documentation

This Repository

License

MIT License - see LICENSE file for details.

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