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14 Commits

Author SHA1 Message Date
Seth Hobson
a6f0f457c4 chore: bump marketplace to v1.5.6 and patch 28 affected plugins
Patch version bumps for all plugins that had phantom resource
references removed in the previous commit.
2026-03-07 10:57:55 -05:00
Seth Hobson
47a5dbc3f9 fix(skills): remove phantom resource references and fix CoC links (#447)
Remove references to non-existent resource files (references/, assets/,
scripts/, examples/) from 115 skill SKILL.md files. These sections
pointed to directories and files that were never created, causing
confusion when users install skills.

Also fix broken Code of Conduct links in issue templates to use
absolute GitHub URLs instead of relative paths that 404.
2026-03-07 10:53:17 -05:00
Seth Hobson
ade0c7a211 fix(ui-design): update TabView examples to iOS 18 Tab API (#438)
Replace deprecated .tabItem modifier pattern with modern Tab struct
across mobile-ios-design skill and navigation reference docs.
2026-02-21 07:47:50 -05:00
Seth Hobson
5140d20204 chore: bump conductor to v1.2.1 and marketplace to v1.5.4 2026-02-20 20:10:41 -05:00
Seth Hobson
b198104783 feat(conductor): improve context-driven-development skill activation and add artifact templates (#437)
Improve frontmatter description with action-oriented trigger terms for
better skill matching. Add copy-paste artifact templates as a reference
file. Inspired by @fernandezbaptiste contribution in #437.
2026-02-20 20:07:59 -05:00
Seth Hobson
1874219995 Merge pull request #435 from sawyerh/payment-element-with-cs
Recommend modern Stripe best practices
2026-02-20 19:42:55 -05:00
Sawyer Hollenshead
25219b70d3 Restore metadata 2026-02-20 14:36:23 -08:00
Sawyer Hollenshead
9da3e5598e EwPI 2026-02-20 14:35:06 -08:00
Sawyer Hollenshead
b9a6404352 Cleanup and comments 2026-02-20 14:27:45 -08:00
Sawyer Hollenshead
967b1f7983 Use appearance var 2026-02-20 14:18:55 -08:00
Sawyer Hollenshead
17d4eb1fc1 set automatic_payment_methods 2026-02-20 09:43:34 -08:00
Sawyer Hollenshead
13c1081312 Remove PMTs param 2026-02-20 09:40:36 -08:00
Seth Hobson
682abfcdeb fix: remove stale code-review-ai plugin (#134, #135)
Plugin had inconsistent content (OpenAI references, CI/CD workflow baked
into review command). Replaced by official pr-review-toolkit and
comprehensive-review plugins. Also answered discussions #138, #421, #422.
2026-02-19 14:21:59 -05:00
Seth Hobson
086557180a chore: update model references to Claude 4.6 and GPT-5.2
- Claude Opus 4.5 → Opus 4.6, Claude Sonnet 4.5 → Sonnet 4.6 (Haiku stays 4.5)
- Update claude-sonnet-4-5 model IDs to claude-sonnet-4-6 in code examples
- Update SWE-bench stat from 80.9% to 80.8% for Opus 4.6
- Update GPT refs: GPT-5 → GPT-5.2, GPT-4o → gpt-5.2, GPT-4o-mini → GPT-5-mini
- Fix GPT-5.2-mini → GPT-5-mini (correct model name per OpenAI)
- Bump marketplace to v1.5.2 and affected plugin versions
2026-02-19 14:03:46 -05:00
168 changed files with 393 additions and 2378 deletions

View File

@@ -6,8 +6,8 @@
"url": "https://github.com/wshobson" "url": "https://github.com/wshobson"
}, },
"metadata": { "metadata": {
"description": "Production-ready workflow orchestration with 73 focused plugins, 112 specialized agents, and 146 skills - optimized for granular installation and minimal token usage", "description": "Production-ready workflow orchestration with 72 focused plugins, 112 specialized agents, and 146 skills - optimized for granular installation and minimal token usage",
"version": "1.5.1" "version": "1.5.6"
}, },
"plugins": [ "plugins": [
{ {
@@ -53,7 +53,7 @@
"name": "backend-development", "name": "backend-development",
"source": "./plugins/backend-development", "source": "./plugins/backend-development",
"description": "Backend API design, GraphQL architecture, workflow orchestration with Temporal, and test-driven backend development", "description": "Backend API design, GraphQL architecture, workflow orchestration with Temporal, and test-driven backend development",
"version": "1.3.0", "version": "1.3.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -66,7 +66,7 @@
"name": "frontend-mobile-development", "name": "frontend-mobile-development",
"source": "./plugins/frontend-mobile-development", "source": "./plugins/frontend-mobile-development",
"description": "Frontend UI development and mobile application implementation across platforms", "description": "Frontend UI development and mobile application implementation across platforms",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -114,19 +114,6 @@
"license": "MIT", "license": "MIT",
"category": "workflows" "category": "workflows"
}, },
{
"name": "code-review-ai",
"source": "./plugins/code-review-ai",
"description": "AI-powered architectural review and code quality analysis",
"version": "1.2.0",
"author": {
"name": "Seth Hobson",
"email": "seth@major7apps.com"
},
"homepage": "https://github.com/wshobson/agents",
"license": "MIT",
"category": "quality"
},
{ {
"name": "code-refactoring", "name": "code-refactoring",
"source": "./plugins/code-refactoring", "source": "./plugins/code-refactoring",
@@ -181,8 +168,8 @@
}, },
{ {
"name": "llm-application-dev", "name": "llm-application-dev",
"description": "LLM application development with LangGraph, RAG systems, vector search, and AI agent architectures for Claude 4.5 and GPT-5.2", "description": "LLM application development with LangGraph, RAG systems, vector search, and AI agent architectures for Claude 4.6 and GPT-5.2",
"version": "2.0.3", "version": "2.0.5",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -196,7 +183,7 @@
"name": "agent-orchestration", "name": "agent-orchestration",
"source": "./plugins/agent-orchestration", "source": "./plugins/agent-orchestration",
"description": "Multi-agent system optimization, agent improvement workflows, and context management", "description": "Multi-agent system optimization, agent improvement workflows, and context management",
"version": "1.2.0", "version": "1.2.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -234,7 +221,7 @@
{ {
"name": "data-engineering", "name": "data-engineering",
"description": "ETL pipeline construction, data warehouse design, batch processing workflows, and data-driven feature development", "description": "ETL pipeline construction, data warehouse design, batch processing workflows, and data-driven feature development",
"version": "1.3.0", "version": "1.3.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -247,7 +234,7 @@
{ {
"name": "incident-response", "name": "incident-response",
"description": "Production incident management, triage workflows, and automated incident resolution", "description": "Production incident management, triage workflows, and automated incident resolution",
"version": "1.3.0", "version": "1.3.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -286,7 +273,7 @@
{ {
"name": "observability-monitoring", "name": "observability-monitoring",
"description": "Metrics collection, logging infrastructure, distributed tracing, SLO implementation, and monitoring dashboards", "description": "Metrics collection, logging infrastructure, distributed tracing, SLO implementation, and monitoring dashboards",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -325,7 +312,7 @@
{ {
"name": "kubernetes-operations", "name": "kubernetes-operations",
"description": "Kubernetes manifest generation, networking configuration, security policies, observability setup, GitOps workflows, and auto-scaling", "description": "Kubernetes manifest generation, networking configuration, security policies, observability setup, GitOps workflows, and auto-scaling",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -338,7 +325,7 @@
{ {
"name": "cloud-infrastructure", "name": "cloud-infrastructure",
"description": "Cloud architecture design for AWS/Azure/GCP, Kubernetes cluster configuration, Terraform infrastructure-as-code, hybrid cloud networking, and multi-cloud cost optimization", "description": "Cloud architecture design for AWS/Azure/GCP, Kubernetes cluster configuration, Terraform infrastructure-as-code, hybrid cloud networking, and multi-cloud cost optimization",
"version": "1.2.2", "version": "1.2.3",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -351,7 +338,7 @@
{ {
"name": "cicd-automation", "name": "cicd-automation",
"description": "CI/CD pipeline configuration, GitHub Actions/GitLab CI workflow setup, and automated deployment pipeline orchestration", "description": "CI/CD pipeline configuration, GitHub Actions/GitLab CI workflow setup, and automated deployment pipeline orchestration",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -404,7 +391,7 @@
"name": "performance-testing-review", "name": "performance-testing-review",
"source": "./plugins/performance-testing-review", "source": "./plugins/performance-testing-review",
"description": "Performance analysis, test coverage review, and AI-powered code quality assessment", "description": "Performance analysis, test coverage review, and AI-powered code quality assessment",
"version": "1.2.0", "version": "1.2.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -417,7 +404,7 @@
"name": "framework-migration", "name": "framework-migration",
"source": "./plugins/framework-migration", "source": "./plugins/framework-migration",
"description": "Framework updates, migration planning, and architectural transformation workflows", "description": "Framework updates, migration planning, and architectural transformation workflows",
"version": "1.3.0", "version": "1.3.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -468,7 +455,7 @@
{ {
"name": "security-scanning", "name": "security-scanning",
"description": "SAST analysis, dependency vulnerability scanning, OWASP Top 10 compliance, container security scanning, and automated security hardening", "description": "SAST analysis, dependency vulnerability scanning, OWASP Top 10 compliance, container security scanning, and automated security hardening",
"version": "1.3.0", "version": "1.3.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -534,7 +521,7 @@
"name": "api-scaffolding", "name": "api-scaffolding",
"source": "./plugins/api-scaffolding", "source": "./plugins/api-scaffolding",
"description": "REST and GraphQL API scaffolding, framework selection, backend architecture, and API generation", "description": "REST and GraphQL API scaffolding, framework selection, backend architecture, and API generation",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -599,7 +586,7 @@
"name": "documentation-generation", "name": "documentation-generation",
"source": "./plugins/documentation-generation", "source": "./plugins/documentation-generation",
"description": "OpenAPI specification generation, Mermaid diagram creation, tutorial writing, API reference documentation", "description": "OpenAPI specification generation, Mermaid diagram creation, tutorial writing, API reference documentation",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -638,7 +625,7 @@
"name": "business-analytics", "name": "business-analytics",
"source": "./plugins/business-analytics", "source": "./plugins/business-analytics",
"description": "Business metrics analysis, KPI tracking, financial reporting, and data-driven decision making", "description": "Business metrics analysis, KPI tracking, financial reporting, and data-driven decision making",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -650,7 +637,7 @@
{ {
"name": "startup-business-analyst", "name": "startup-business-analyst",
"description": "Comprehensive startup business analysis with market sizing (TAM/SAM/SOM), financial modeling, team planning, and strategic research for early-stage companies", "description": "Comprehensive startup business analysis with market sizing (TAM/SAM/SOM), financial modeling, team planning, and strategic research for early-stage companies",
"version": "1.0.4", "version": "1.0.5",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -664,7 +651,7 @@
"name": "hr-legal-compliance", "name": "hr-legal-compliance",
"source": "./plugins/hr-legal-compliance", "source": "./plugins/hr-legal-compliance",
"description": "HR policy documentation, legal compliance templates (GDPR/SOC2/HIPAA), employment contracts, and regulatory documentation", "description": "HR policy documentation, legal compliance templates (GDPR/SOC2/HIPAA), employment contracts, and regulatory documentation",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -703,7 +690,7 @@
"name": "blockchain-web3", "name": "blockchain-web3",
"source": "./plugins/blockchain-web3", "source": "./plugins/blockchain-web3",
"description": "Smart contract development with Solidity, DeFi protocol implementation, NFT platforms, and Web3 application architecture", "description": "Smart contract development with Solidity, DeFi protocol implementation, NFT platforms, and Web3 application architecture",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -716,7 +703,7 @@
"name": "quantitative-trading", "name": "quantitative-trading",
"source": "./plugins/quantitative-trading", "source": "./plugins/quantitative-trading",
"description": "Quantitative analysis, algorithmic trading strategies, financial modeling, portfolio risk management, and backtesting", "description": "Quantitative analysis, algorithmic trading strategies, financial modeling, portfolio risk management, and backtesting",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -729,7 +716,7 @@
"name": "payment-processing", "name": "payment-processing",
"source": "./plugins/payment-processing", "source": "./plugins/payment-processing",
"description": "Payment gateway integration with Stripe, PayPal, checkout flow implementation, subscription billing, and PCI compliance", "description": "Payment gateway integration with Stripe, PayPal, checkout flow implementation, subscription billing, and PCI compliance",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -742,7 +729,7 @@
"name": "game-development", "name": "game-development",
"source": "./plugins/game-development", "source": "./plugins/game-development",
"description": "Unity game development with C# scripting, Minecraft server plugin development with Bukkit/Spigot APIs", "description": "Unity game development with C# scripting, Minecraft server plugin development with Bukkit/Spigot APIs",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -755,7 +742,7 @@
"name": "accessibility-compliance", "name": "accessibility-compliance",
"source": "./plugins/accessibility-compliance", "source": "./plugins/accessibility-compliance",
"description": "WCAG accessibility auditing, compliance validation, UI testing for screen readers, keyboard navigation, and inclusive design", "description": "WCAG accessibility auditing, compliance validation, UI testing for screen readers, keyboard navigation, and inclusive design",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -768,7 +755,7 @@
"name": "python-development", "name": "python-development",
"source": "./plugins/python-development", "source": "./plugins/python-development",
"description": "Modern Python development with Python 3.12+, Django, FastAPI, async patterns, and production best practices", "description": "Modern Python development with Python 3.12+, Django, FastAPI, async patterns, and production best practices",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -781,7 +768,7 @@
"name": "javascript-typescript", "name": "javascript-typescript",
"source": "./plugins/javascript-typescript", "source": "./plugins/javascript-typescript",
"description": "JavaScript and TypeScript development with ES6+, Node.js, React, and modern web frameworks", "description": "JavaScript and TypeScript development with ES6+, Node.js, React, and modern web frameworks",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -794,7 +781,7 @@
"name": "systems-programming", "name": "systems-programming",
"source": "./plugins/systems-programming", "source": "./plugins/systems-programming",
"description": "Systems programming with Rust, Go, C, and C++ for performance-critical and low-level development", "description": "Systems programming with Rust, Go, C, and C++ for performance-critical and low-level development",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -872,7 +859,7 @@
"name": "shell-scripting", "name": "shell-scripting",
"source": "./plugins/shell-scripting", "source": "./plugins/shell-scripting",
"description": "Production-grade Bash scripting with defensive programming, POSIX compliance, and comprehensive testing", "description": "Production-grade Bash scripting with defensive programming, POSIX compliance, and comprehensive testing",
"version": "1.2.1", "version": "1.2.2",
"author": { "author": {
"name": "Ryan Snodgrass", "name": "Ryan Snodgrass",
"url": "https://github.com/rsnodgrass" "url": "https://github.com/rsnodgrass"
@@ -885,7 +872,7 @@
"name": "developer-essentials", "name": "developer-essentials",
"source": "./plugins/developer-essentials", "source": "./plugins/developer-essentials",
"description": "Essential developer skills including Git workflows, SQL optimization, error handling, code review, E2E testing, authentication, debugging, and monorepo management", "description": "Essential developer skills including Git workflows, SQL optimization, error handling, code review, E2E testing, authentication, debugging, and monorepo management",
"version": "1.0.1", "version": "1.0.2",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -900,7 +887,7 @@
"description": "Binary reverse engineering, malware analysis, firmware security, and software protection research for authorized security research, CTF competitions, and defensive security", "description": "Binary reverse engineering, malware analysis, firmware security, and software protection research for authorized security research, CTF competitions, and defensive security",
"version": "1.0.0", "version": "1.0.0",
"author": { "author": {
"name": "Dávid Balatoni", "name": "D\u00e1vid Balatoni",
"url": "https://github.com/balcsida" "url": "https://github.com/balcsida"
}, },
"homepage": "https://github.com/wshobson/agents", "homepage": "https://github.com/wshobson/agents",
@@ -909,8 +896,8 @@
}, },
{ {
"name": "conductor", "name": "conductor",
"description": "Context-Driven Development plugin that transforms Claude Code into a project management tool with structured workflow: Context Spec & Plan Implement", "description": "Context-Driven Development plugin that transforms Claude Code into a project management tool with structured workflow: Context \u2192 Spec & Plan \u2192 Implement",
"version": "1.2.0", "version": "1.2.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -923,7 +910,7 @@
{ {
"name": "ui-design", "name": "ui-design",
"description": "Comprehensive UI/UX design plugin for mobile (iOS, Android, React Native) and web applications with design systems, accessibility, and modern patterns", "description": "Comprehensive UI/UX design plugin for mobile (iOS, Android, React Native) and web applications with design systems, accessibility, and modern patterns",
"version": "1.0.2", "version": "1.0.4",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"
@@ -950,7 +937,7 @@
"name": "dotnet-contribution", "name": "dotnet-contribution",
"source": "./plugins/dotnet-contribution", "source": "./plugins/dotnet-contribution",
"description": "Comprehensive .NET backend development with C#, ASP.NET Core, Entity Framework Core, and Dapper for production-grade applications", "description": "Comprehensive .NET backend development with C#, ASP.NET Core, Entity Framework Core, and Dapper for production-grade applications",
"version": "1.0.0", "version": "1.0.1",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",
"email": "seth@major7apps.com" "email": "seth@major7apps.com"

View File

@@ -20,7 +20,7 @@ body:
label: Preliminary Checks label: Preliminary Checks
description: Please confirm you have completed these steps description: Please confirm you have completed these steps
options: options:
- label: I have read the [Code of Conduct](.github/CODE_OF_CONDUCT.md) - label: I have read the [Code of Conduct](https://github.com/wshobson/agents/blob/main/.github/CODE_OF_CONDUCT.md)
required: true required: true
- label: >- - label: >-
I have searched existing issues to ensure this is not a duplicate I have searched existing issues to ensure this is not a duplicate

View File

@@ -19,7 +19,7 @@ body:
label: Preliminary Checks label: Preliminary Checks
description: Please confirm you have completed these steps description: Please confirm you have completed these steps
options: options:
- label: I have read the [Code of Conduct](.github/CODE_OF_CONDUCT.md) - label: I have read the [Code of Conduct](https://github.com/wshobson/agents/blob/main/.github/CODE_OF_CONDUCT.md)
required: true required: true
- label: >- - label: >-
I have searched existing issues to ensure this is not a duplicate I have searched existing issues to ensure this is not a duplicate

View File

@@ -20,7 +20,7 @@ body:
label: Preliminary Checks label: Preliminary Checks
description: Please confirm you have completed these steps description: Please confirm you have completed these steps
options: options:
- label: I have read the [Code of Conduct](.github/CODE_OF_CONDUCT.md) - label: I have read the [Code of Conduct](https://github.com/wshobson/agents/blob/main/.github/CODE_OF_CONDUCT.md)
required: true required: true
- label: >- - label: >-
I have reviewed existing subagents to ensure this is not a duplicate I have reviewed existing subagents to ensure this is not a duplicate

View File

@@ -1,18 +1,18 @@
# Claude Code Plugins: Orchestration and Automation # Claude Code Plugins: Orchestration and Automation
> **⚡ Updated for Opus 4.5, Sonnet 4.5 & Haiku 4.5** — Three-tier model strategy for optimal performance > **⚡ Updated for Opus 4.6, Sonnet 4.6 & Haiku 4.5** — Three-tier model strategy for optimal performance
[![Run in Smithery](https://smithery.ai/badge/skills/wshobson)](https://smithery.ai/skills?ns=wshobson&utm_source=github&utm_medium=badge) [![Run in Smithery](https://smithery.ai/badge/skills/wshobson)](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 > **🎯 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 **73 focused, single-purpose plugins** for [Claude Code](https://docs.claude.com/en/docs/claude-code/overview). 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 ## Overview
This unified repository provides everything needed for intelligent automation and multi-agent orchestration across modern software development: This unified repository provides everything needed for intelligent automation and multi-agent orchestration across modern software development:
- **73 Focused Plugins** - Granular, single-purpose plugins optimized for minimal token usage and composability - **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 - **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 - **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 - **16 Workflow Orchestrators** - Multi-agent coordination systems for complex operations like full-stack development, security hardening, ML pipelines, and incident response
@@ -20,7 +20,7 @@ This unified repository provides everything needed for intelligent automation an
### Key Features ### Key Features
- **Granular Plugin Architecture**: 73 focused plugins optimized for minimal token usage - **Granular Plugin Architecture**: 72 focused plugins optimized for minimal token usage
- **Comprehensive Tooling**: 79 development tools including test generation, scaffolding, and security scanning - **Comprehensive Tooling**: 79 development tools including test generation, scaffolding, and security scanning
- **100% Agent Coverage**: All plugins include specialized agents - **100% Agent Coverage**: All plugins include specialized agents
- **Agent Skills**: 146 specialized skills following for progressive disclosure and token efficiency - **Agent Skills**: 146 specialized skills following for progressive disclosure and token efficiency
@@ -49,7 +49,7 @@ Add this marketplace to Claude Code:
/plugin marketplace add wshobson/agents /plugin marketplace add wshobson/agents
``` ```
This makes all 73 plugins available for installation, but **does not load any agents or tools** into your context. This makes all 72 plugins available for installation, but **does not load any agents or tools** into your context.
### Step 2: Install Plugins ### Step 2: Install Plugins
@@ -73,7 +73,7 @@ Install the plugins you need:
# Security & quality # Security & quality
/plugin install security-scanning # SAST with security skill /plugin install security-scanning # SAST with security skill
/plugin install code-review-ai # AI-powered code review /plugin install comprehensive-review # Multi-perspective code analysis
# Full-stack orchestration # Full-stack orchestration
/plugin install full-stack-orchestration # Multi-agent workflows /plugin install full-stack-orchestration # Multi-agent workflows
@@ -114,7 +114,7 @@ rm -rf ~/.claude/plugins/cache/claude-code-workflows && rm ~/.claude/plugins/ins
### Core Guides ### Core Guides
- **[Plugin Reference](docs/plugins.md)** - Complete catalog of all 73 plugins - **[Plugin Reference](docs/plugins.md)** - Complete catalog of all 72 plugins
- **[Agent Reference](docs/agents.md)** - All 112 agents organized by category - **[Agent Reference](docs/agents.md)** - All 112 agents organized by category
- **[Agent Skills](docs/agent-skills.md)** - 146 specialized skills with progressive disclosure - **[Agent Skills](docs/agent-skills.md)** - 146 specialized skills with progressive disclosure
- **[Usage Guide](docs/usage.md)** - Commands, workflows, and best practices - **[Usage Guide](docs/usage.md)** - Commands, workflows, and best practices
@@ -203,14 +203,14 @@ Strategic model assignment for optimal performance and cost:
| Tier | Model | Agents | Use Case | | Tier | Model | Agents | Use Case |
| ---------- | -------- | ------ | ----------------------------------------------------------------------------------------------- | | ---------- | -------- | ------ | ----------------------------------------------------------------------------------------------- |
| **Tier 1** | Opus 4.5 | 42 | Critical architecture, security, ALL code review, production coding (language pros, frameworks) | | **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 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 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) | | **Tier 4** | Haiku | 18 | Fast operational tasks (SEO, deployment, simple docs, sales, content, search) |
**Why Opus 4.5 for Critical Agents?** **Why Opus 4.6 for Critical Agents?**
- 80.9% on SWE-bench (industry-leading) - 80.8% on SWE-bench (industry-leading)
- 65% fewer tokens for complex tasks - 65% fewer tokens for complex tasks
- Best for architecture decisions and security audits - Best for architecture decisions and security audits
@@ -218,14 +218,14 @@ Strategic model assignment for optimal performance and cost:
Agents marked `inherit` use your session's default model, letting you balance cost and capability: 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 - Set via `claude --model opus` or `claude --model sonnet` when starting a session
- Falls back to Sonnet 4.5 if no default specified - Falls back to Sonnet 4.6 if no default specified
- Perfect for frontend/mobile developers who want cost control - Perfect for frontend/mobile developers who want cost control
- AI/ML engineers can choose Opus for complex model work - AI/ML engineers can choose Opus for complex model work
**Cost Considerations:** **Cost Considerations:**
- **Opus 4.5**: $5/$25 per million input/output tokens - Premium for critical work - **Opus 4.6**: $5/$25 per million input/output tokens - Premium for critical work
- **Sonnet 4.5**: $3/$15 per million tokens - Balanced performance/cost - **Sonnet 4.6**: $3/$15 per million tokens - Balanced performance/cost
- **Haiku 4.5**: $1/$5 per million tokens - Fast, cost-effective operations - **Haiku 4.5**: $1/$5 per million tokens - Fast, cost-effective operations
- Opus's 65% token reduction on complex tasks often offsets higher rate - Opus's 65% token reduction on complex tasks often offsets higher rate
- Use `inherit` tier to control costs for high-volume use cases - Use `inherit` tier to control costs for high-volume use cases
@@ -283,13 +283,13 @@ Uses kubernetes-architect agent with 4 specialized skills for production-grade c
## Plugin Categories ## Plugin Categories
**24 categories, 73 plugins:** **24 categories, 72 plugins:**
- 🎨 **Development** (4) - debugging, backend, frontend, multi-platform - 🎨 **Development** (4) - debugging, backend, frontend, multi-platform
- 📚 **Documentation** (3) - code docs, API specs, diagrams, C4 architecture - 📚 **Documentation** (3) - code docs, API specs, diagrams, C4 architecture
- 🔄 **Workflows** (5) - git, full-stack, TDD, **Conductor** (context-driven development), **Agent Teams** (multi-agent orchestration) - 🔄 **Workflows** (5) - git, full-stack, TDD, **Conductor** (context-driven development), **Agent Teams** (multi-agent orchestration)
-**Testing** (2) - unit testing, TDD workflows -**Testing** (2) - unit testing, TDD workflows
- 🔍 **Quality** (3) - code review, comprehensive review, performance - 🔍 **Quality** (2) - comprehensive review, performance
- 🤖 **AI & ML** (4) - LLM apps, agent orchestration, context, MLOps - 🤖 **AI & ML** (4) - LLM apps, agent orchestration, context, MLOps
- 📊 **Data** (2) - data engineering, data validation - 📊 **Data** (2) - data engineering, data validation
- 🗄️ **Database** (2) - database design, migrations - 🗄️ **Database** (2) - database design, migrations
@@ -330,7 +330,7 @@ Three-tier architecture for token efficiency:
``` ```
claude-agents/ claude-agents/
├── .claude-plugin/ ├── .claude-plugin/
│ └── marketplace.json # 73 plugins │ └── marketplace.json # 72 plugins
├── plugins/ ├── plugins/
│ ├── python-development/ │ ├── python-development/
│ │ ├── agents/ # 3 Python experts │ │ ├── agents/ # 3 Python experts

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@@ -334,7 +334,7 @@ Feature Development Workflow:
1. backend-development:feature-development 1. backend-development:feature-development
2. security-scanning:security-hardening 2. security-scanning:security-hardening
3. unit-testing:test-generate 3. unit-testing:test-generate
4. code-review-ai:ai-review 4. comprehensive-review:full-review
5. cicd-automation:workflow-automate 5. cicd-automation:workflow-automate
6. observability-monitoring:monitor-setup 6. observability-monitoring:monitor-setup
``` ```

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@@ -1,6 +1,6 @@
# Complete Plugin Reference # Complete Plugin Reference
Browse all **72 focused, single-purpose plugins** organized by category. Browse all **71 focused, single-purpose plugins** organized by category.
## Quick Start - Essential Plugins ## Quick Start - Essential Plugins
@@ -68,14 +68,6 @@ Multi-agent coordination from backend → frontend → testing → security →
Generate pytest (Python) and Jest (JavaScript) unit tests automatically with comprehensive edge case coverage. Generate pytest (Python) and Jest (JavaScript) unit tests automatically with comprehensive edge case coverage.
**code-review-ai** - AI-powered code review
```bash
/plugin install code-review-ai
```
Architectural analysis, security assessment, and code quality review with actionable feedback.
### Infrastructure & Operations ### Infrastructure & Operations
**cloud-infrastructure** - Cloud architecture design **cloud-infrastructure** - Cloud architecture design
@@ -150,11 +142,10 @@ Next.js, React + Vite, and Node.js project setup with pnpm and TypeScript best p
| **unit-testing** | Automated unit test generation (Python/JavaScript) | `/plugin install unit-testing` | | **unit-testing** | Automated unit test generation (Python/JavaScript) | `/plugin install unit-testing` |
| **tdd-workflows** | Test-driven development methodology | `/plugin install tdd-workflows` | | **tdd-workflows** | Test-driven development methodology | `/plugin install tdd-workflows` |
### 🔍 Quality (3 plugins) ### 🔍 Quality (2 plugins)
| Plugin | Description | Install | | Plugin | Description | Install |
| ------------------------------ | --------------------------------------------- | -------------------------------------------- | | ------------------------------ | --------------------------------------------- | -------------------------------------------- |
| **code-review-ai** | AI-powered architectural review | `/plugin install code-review-ai` |
| **comprehensive-review** | Multi-perspective code analysis | `/plugin install comprehensive-review` | | **comprehensive-review** | Multi-perspective code analysis | `/plugin install comprehensive-review` |
| **performance-testing-review** | Performance analysis and test coverage review | `/plugin install performance-testing-review` | | **performance-testing-review** | Performance analysis and test coverage review | `/plugin install performance-testing-review` |

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@@ -70,7 +70,6 @@ Claude Code automatically selects and coordinates the appropriate agents based o
| Command | Description | | Command | Description |
| ----------------------------------- | -------------------------- | | ----------------------------------- | -------------------------- |
| `/code-review-ai:ai-review` | AI-powered code review |
| `/comprehensive-review:full-review` | Multi-perspective analysis | | `/comprehensive-review:full-review` | Multi-perspective analysis |
| `/comprehensive-review:pr-enhance` | Enhance pull requests | | `/comprehensive-review:pr-enhance` | Enhance pull requests |
@@ -361,7 +360,7 @@ Compose multiple plugins for complex scenarios:
/unit-testing:test-generate /unit-testing:test-generate
# 4. Review the implementation # 4. Review the implementation
/code-review-ai:ai-review /comprehensive-review:full-review
# 5. Set up CI/CD # 5. Set up CI/CD
/cicd-automation:workflow-automate /cicd-automation:workflow-automate

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@@ -1,6 +1,6 @@
{ {
"name": "accessibility-compliance", "name": "accessibility-compliance",
"version": "1.2.1", "version": "1.2.2",
"description": "WCAG accessibility auditing, compliance validation, UI testing for screen readers, keyboard navigation, and inclusive design", "description": "WCAG accessibility auditing, compliance validation, UI testing for screen readers, keyboard navigation, and inclusive design",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

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@@ -536,10 +536,3 @@ function logAccessibleName(element) {
- **Don't test only happy path** - Test error states - **Don't test only happy path** - Test error states
- **Don't skip dynamic content** - Most common issues - **Don't skip dynamic content** - Most common issues
- **Don't rely on visual testing** - Different experience - **Don't rely on visual testing** - Different experience
## Resources
- [VoiceOver User Guide](https://support.apple.com/guide/voiceover/welcome/mac)
- [NVDA User Guide](https://www.nvaccess.org/files/nvda/documentation/userGuide.html)
- [JAWS Documentation](https://support.freedomscientific.com/Products/Blindness/JAWS)
- [WebAIM Screen Reader Survey](https://webaim.org/projects/screenreadersurvey/)

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@@ -546,10 +546,3 @@ class AccessibleDropdown extends HTMLElement {
- **Don't hide focus outlines** - Keyboard users need them - **Don't hide focus outlines** - Keyboard users need them
- **Don't disable zoom** - Users need to resize - **Don't disable zoom** - Users need to resize
- **Don't use color alone** - Multiple indicators needed - **Don't use color alone** - Multiple indicators needed
## Resources
- [WCAG 2.2 Guidelines](https://www.w3.org/TR/WCAG22/)
- [WebAIM](https://webaim.org/)
- [A11y Project Checklist](https://www.a11yproject.com/checklist/)
- [axe DevTools](https://www.deque.com/axe/)

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@@ -1,6 +1,6 @@
{ {
"name": "agent-orchestration", "name": "agent-orchestration",
"version": "1.2.0", "version": "1.2.1",
"description": "Multi-agent system optimization, agent improvement workflows, and context management", "description": "Multi-agent system optimization, agent improvement workflows, and context management",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

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@@ -146,7 +146,7 @@ class CostOptimizer:
self.token_budget = 100000 # Monthly budget self.token_budget = 100000 # Monthly budget
self.token_usage = 0 self.token_usage = 0
self.model_costs = { self.model_costs = {
'gpt-5': 0.03, 'gpt-5.2': 0.03,
'claude-4-sonnet': 0.015, 'claude-4-sonnet': 0.015,
'claude-4-haiku': 0.0025 'claude-4-haiku': 0.0025
} }

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@@ -1,6 +1,6 @@
{ {
"name": "api-scaffolding", "name": "api-scaffolding",
"version": "1.2.1", "version": "1.2.2",
"description": "REST and GraphQL API scaffolding, framework selection, backend architecture, and API generation", "description": "REST and GraphQL API scaffolding, framework selection, backend architecture, and API generation",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

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@@ -538,30 +538,3 @@ async def test_create_user(client):
assert data["email"] == "test@example.com" assert data["email"] == "test@example.com"
assert "id" in data assert "id" in data
``` ```
## Resources
- **references/fastapi-architecture.md**: Detailed architecture guide
- **references/async-best-practices.md**: Async/await patterns
- **references/testing-strategies.md**: Comprehensive testing guide
- **assets/project-template/**: Complete FastAPI project
- **assets/docker-compose.yml**: Development environment setup
## Best Practices
1. **Async All The Way**: Use async for database, external APIs
2. **Dependency Injection**: Leverage FastAPI's DI system
3. **Repository Pattern**: Separate data access from business logic
4. **Service Layer**: Keep business logic out of routes
5. **Pydantic Schemas**: Strong typing for request/response
6. **Error Handling**: Consistent error responses
7. **Testing**: Test all layers independently
## Common Pitfalls
- **Blocking Code in Async**: Using synchronous database drivers
- **No Service Layer**: Business logic in route handlers
- **Missing Type Hints**: Loses FastAPI's benefits
- **Ignoring Sessions**: Not properly managing database sessions
- **No Testing**: Skipping integration tests
- **Tight Coupling**: Direct database access in routes

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@@ -1,6 +1,6 @@
{ {
"name": "backend-development", "name": "backend-development",
"version": "1.3.0", "version": "1.3.1",
"description": "Backend API design, GraphQL architecture, workflow orchestration with Temporal, and test-driven backend development", "description": "Backend API design, GraphQL architecture, workflow orchestration with Temporal, and test-driven backend development",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

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@@ -516,13 +516,3 @@ def create_context():
- **Poor Documentation**: Undocumented APIs frustrate developers - **Poor Documentation**: Undocumented APIs frustrate developers
- **Ignoring HTTP Semantics**: POST for idempotent operations breaks expectations - **Ignoring HTTP Semantics**: POST for idempotent operations breaks expectations
- **Tight Coupling**: API structure shouldn't mirror database schema - **Tight Coupling**: API structure shouldn't mirror database schema
## Resources
- **references/rest-best-practices.md**: Comprehensive REST API design guide
- **references/graphql-schema-design.md**: GraphQL schema patterns and anti-patterns
- **references/api-versioning-strategies.md**: Versioning approaches and migration paths
- **assets/rest-api-template.py**: FastAPI REST API template
- **assets/graphql-schema-template.graphql**: Complete GraphQL schema example
- **assets/api-design-checklist.md**: Pre-implementation review checklist
- **scripts/openapi-generator.py**: Generate OpenAPI specs from code

View File

@@ -464,31 +464,3 @@ class OrderRepository:
await self._publish_events(order._events) await self._publish_events(order._events)
order._events.clear() order._events.clear()
``` ```
## Resources
- **references/clean-architecture-guide.md**: Detailed layer breakdown
- **references/hexagonal-architecture-guide.md**: Ports and adapters patterns
- **references/ddd-tactical-patterns.md**: Entities, value objects, aggregates
- **assets/clean-architecture-template/**: Complete project structure
- **assets/ddd-examples/**: Domain modeling examples
## Best Practices
1. **Dependency Rule**: Dependencies always point inward
2. **Interface Segregation**: Small, focused interfaces
3. **Business Logic in Domain**: Keep frameworks out of core
4. **Test Independence**: Core testable without infrastructure
5. **Bounded Contexts**: Clear domain boundaries
6. **Ubiquitous Language**: Consistent terminology
7. **Thin Controllers**: Delegate to use cases
8. **Rich Domain Models**: Behavior with data
## Common Pitfalls
- **Anemic Domain**: Entities with only data, no behavior
- **Framework Coupling**: Business logic depends on frameworks
- **Fat Controllers**: Business logic in controllers
- **Repository Leakage**: Exposing ORM objects
- **Missing Abstractions**: Concrete dependencies in core
- **Over-Engineering**: Clean architecture for simple CRUD

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@@ -547,8 +547,3 @@ class ConsistentQueryHandler:
- **Don't couple read/write schemas** - Independent evolution - **Don't couple read/write schemas** - Independent evolution
- **Don't over-engineer** - Start simple - **Don't over-engineer** - Start simple
- **Don't ignore consistency SLAs** - Define acceptable lag - **Don't ignore consistency SLAs** - Define acceptable lag
## Resources
- [CQRS Pattern](https://martinfowler.com/bliki/CQRS.html)
- [Microsoft CQRS Guidance](https://docs.microsoft.com/en-us/azure/architecture/patterns/cqrs)

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@@ -429,9 +429,3 @@ Capacity: On-demand or provisioned based on throughput needs
- **Don't store large payloads** - Keep events small - **Don't store large payloads** - Keep events small
- **Don't skip optimistic concurrency** - Prevents data corruption - **Don't skip optimistic concurrency** - Prevents data corruption
- **Don't ignore backpressure** - Handle slow consumers - **Don't ignore backpressure** - Handle slow consumers
## Resources
- [EventStoreDB](https://www.eventstore.com/)
- [Marten Events](https://martendb.io/events/)
- [Event Sourcing Pattern](https://docs.microsoft.com/en-us/azure/architecture/patterns/event-sourcing)

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@@ -562,34 +562,3 @@ async def call_payment_service(payment_data: dict):
payment_data payment_data
) )
``` ```
## Resources
- **references/service-decomposition-guide.md**: Breaking down monoliths
- **references/communication-patterns.md**: Sync vs async patterns
- **references/saga-implementation.md**: Distributed transactions
- **assets/circuit-breaker.py**: Production circuit breaker
- **assets/event-bus-template.py**: Kafka event bus implementation
- **assets/api-gateway-template.py**: Complete API gateway
## Best Practices
1. **Service Boundaries**: Align with business capabilities
2. **Database Per Service**: No shared databases
3. **API Contracts**: Versioned, backward compatible
4. **Async When Possible**: Events over direct calls
5. **Circuit Breakers**: Fail fast on service failures
6. **Distributed Tracing**: Track requests across services
7. **Service Registry**: Dynamic service discovery
8. **Health Checks**: Liveness and readiness probes
## Common Pitfalls
- **Distributed Monolith**: Tightly coupled services
- **Chatty Services**: Too many inter-service calls
- **Shared Databases**: Tight coupling through data
- **No Circuit Breakers**: Cascade failures
- **Synchronous Everything**: Tight coupling, poor resilience
- **Premature Microservices**: Starting with microservices
- **Ignoring Network Failures**: Assuming reliable network
- **No Compensation Logic**: Can't undo failed transactions

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@@ -483,8 +483,3 @@ class CustomerActivityProjection(Projection):
- **Don't skip error handling** - Log and alert on failures - **Don't skip error handling** - Log and alert on failures
- **Don't ignore ordering** - Events must be processed in order - **Don't ignore ordering** - Events must be processed in order
- **Don't over-normalize** - Denormalize for query patterns - **Don't over-normalize** - Denormalize for query patterns
## Resources
- [CQRS Pattern](https://docs.microsoft.com/en-us/azure/architecture/patterns/cqrs)
- [Projection Building Blocks](https://zimarev.com/blog/event-sourcing/projections/)

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@@ -477,8 +477,3 @@ class TimeoutSagaOrchestrator(SagaOrchestrator):
- **Don't skip compensation testing** - Most critical part - **Don't skip compensation testing** - Most critical part
- **Don't couple services** - Use async messaging - **Don't couple services** - Use async messaging
- **Don't ignore partial failures** - Handle gracefully - **Don't ignore partial failures** - Handle gracefully
## Resources
- [Saga Pattern](https://microservices.io/patterns/data/saga.html)
- [Designing Data-Intensive Applications](https://dataintensive.net/)

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@@ -1,6 +1,6 @@
{ {
"name": "blockchain-web3", "name": "blockchain-web3",
"version": "1.2.1", "version": "1.2.2",
"description": "Smart contract development with Solidity, DeFi protocol implementation, NFT platforms, and Web3 application architecture", "description": "Smart contract development with Solidity, DeFi protocol implementation, NFT platforms, and Web3 application architecture",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

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@@ -422,33 +422,3 @@ contract FlashLoanReceiver is IFlashLoanReceiver {
} }
} }
``` ```
## Resources
- **references/staking.md**: Staking mechanics and reward distribution
- **references/liquidity-pools.md**: AMM mathematics and pricing
- **references/governance-tokens.md**: Governance and voting systems
- **references/lending-protocols.md**: Lending/borrowing implementation
- **references/flash-loans.md**: Flash loan security and use cases
- **assets/staking-contract.sol**: Production staking template
- **assets/amm-contract.sol**: Full AMM implementation
- **assets/governance-token.sol**: Governance system
- **assets/lending-protocol.sol**: Lending platform template
## Best Practices
1. **Use Established Libraries**: OpenZeppelin, Solmate
2. **Test Thoroughly**: Unit tests, integration tests, fuzzing
3. **Audit Before Launch**: Professional security audits
4. **Start Simple**: MVP first, add features incrementally
5. **Monitor**: Track contract health and user activity
6. **Upgradability**: Consider proxy patterns for upgrades
7. **Emergency Controls**: Pause mechanisms for critical issues
## Common DeFi Patterns
- **Time-Weighted Average Price (TWAP)**: Price oracle resistance
- **Liquidity Mining**: Incentivize liquidity provision
- **Vesting**: Lock tokens with gradual release
- **Multisig**: Require multiple signatures for critical operations
- **Timelocks**: Delay execution of governance decisions

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@@ -353,31 +353,3 @@ contract OptimizedNFT is ERC721A {
} }
} }
``` ```
## Resources
- **references/erc721.md**: ERC-721 specification details
- **references/erc1155.md**: ERC-1155 multi-token standard
- **references/metadata-standards.md**: Metadata best practices
- **references/enumeration.md**: Token enumeration patterns
- **assets/erc721-contract.sol**: Production ERC-721 template
- **assets/erc1155-contract.sol**: Production ERC-1155 template
- **assets/metadata-schema.json**: Standard metadata format
- **assets/metadata-uploader.py**: IPFS upload utility
## Best Practices
1. **Use OpenZeppelin**: Battle-tested implementations
2. **Pin Metadata**: Use IPFS with pinning service
3. **Implement Royalties**: EIP-2981 for marketplace compatibility
4. **Gas Optimization**: Use ERC721A for batch minting
5. **Reveal Mechanism**: Placeholder → reveal pattern
6. **Enumeration**: Support walletOfOwner for marketplaces
7. **Whitelist**: Merkle trees for efficient whitelisting
## Marketplace Integration
- OpenSea: ERC-721/1155, metadata standards
- LooksRare: Royalty enforcement
- Rarible: Protocol fees, lazy minting
- Blur: Gas-optimized trading

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@@ -494,32 +494,3 @@ contract WellDocumentedContract {
} }
} }
``` ```
## Resources
- **references/reentrancy.md**: Comprehensive reentrancy prevention
- **references/access-control.md**: Role-based access patterns
- **references/overflow-underflow.md**: SafeMath and integer safety
- **references/gas-optimization.md**: Gas saving techniques
- **references/vulnerability-patterns.md**: Common vulnerability catalog
- **assets/solidity-contracts-templates.sol**: Secure contract templates
- **assets/security-checklist.md**: Pre-audit checklist
- **scripts/analyze-contract.sh**: Static analysis tools
## Tools for Security Analysis
- **Slither**: Static analysis tool
- **Mythril**: Security analysis tool
- **Echidna**: Fuzzing tool
- **Manticore**: Symbolic execution
- **Securify**: Automated security scanner
## Common Pitfalls
1. **Using `tx.origin` for Authentication**: Use `msg.sender` instead
2. **Unchecked External Calls**: Always check return values
3. **Delegatecall to Untrusted Contracts**: Can hijack your contract
4. **Floating Pragma**: Pin to specific Solidity version
5. **Missing Events**: Emit events for state changes
6. **Excessive Gas in Loops**: Can hit block gas limit
7. **No Upgrade Path**: Consider proxy patterns if upgrades needed

View File

@@ -388,28 +388,3 @@ jobs:
- name: Upload coverage to Codecov - name: Upload coverage to Codecov
uses: codecov/codecov-action@v2 uses: codecov/codecov-action@v2
``` ```
## Resources
- **references/hardhat-setup.md**: Hardhat configuration guide
- **references/foundry-setup.md**: Foundry testing framework
- **references/test-patterns.md**: Testing best practices
- **references/mainnet-forking.md**: Fork testing strategies
- **references/contract-verification.md**: Etherscan verification
- **assets/hardhat-config.js**: Complete Hardhat configuration
- **assets/test-suite.js**: Comprehensive test examples
- **assets/foundry.toml**: Foundry configuration
- **scripts/test-contract.sh**: Automated testing script
## Best Practices
1. **Test Coverage**: Aim for >90% coverage
2. **Edge Cases**: Test boundary conditions
3. **Gas Limits**: Verify functions don't hit block gas limit
4. **Reentrancy**: Test for reentrancy vulnerabilities
5. **Access Control**: Test unauthorized access attempts
6. **Events**: Verify event emissions
7. **Fixtures**: Use fixtures to avoid code duplication
8. **Mainnet Fork**: Test with real contracts
9. **Fuzzing**: Use property-based testing
10. **CI/CD**: Automate testing on every commit

View File

@@ -1,6 +1,6 @@
{ {
"name": "business-analytics", "name": "business-analytics",
"version": "1.2.1", "version": "1.2.2",
"description": "Business metrics analysis, KPI tracking, financial reporting, and data-driven decision making", "description": "Business metrics analysis, KPI tracking, financial reporting, and data-driven decision making",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -445,9 +445,3 @@ Present ranges:
- **Don't use jargon** - Match audience vocabulary - **Don't use jargon** - Match audience vocabulary
- **Don't show methodology first** - Context, then method - **Don't show methodology first** - Context, then method
- **Don't forget the narrative** - Numbers need meaning - **Don't forget the narrative** - Numbers need meaning
## Resources
- [Storytelling with Data (Cole Nussbaumer)](https://www.storytellingwithdata.com/)
- [The Pyramid Principle (Barbara Minto)](https://www.amazon.com/Pyramid-Principle-Logic-Writing-Thinking/dp/0273710516)
- [Resonate (Nancy Duarte)](https://www.duarte.com/resonate/)

View File

@@ -420,9 +420,3 @@ for alert in alerts:
- **Don't use 3D charts** - They distort perception - **Don't use 3D charts** - They distort perception
- **Don't hide methodology** - Document calculations - **Don't hide methodology** - Document calculations
- **Don't ignore mobile** - Ensure responsive design - **Don't ignore mobile** - Ensure responsive design
## Resources
- [Stephen Few's Dashboard Design](https://www.perceptualedge.com/articles/visual_business_intelligence/rules_for_using_color.pdf)
- [Edward Tufte's Principles](https://www.edwardtufte.com/tufte/)
- [Google Data Studio Gallery](https://datastudio.google.com/gallery)

View File

@@ -1,6 +1,6 @@
{ {
"name": "cicd-automation", "name": "cicd-automation",
"version": "1.2.1", "version": "1.2.2",
"description": "CI/CD pipeline configuration, GitHub Actions/GitLab CI workflow setup, and automated deployment pipeline orchestration", "description": "CI/CD pipeline configuration, GitHub Actions/GitLab CI workflow setup, and automated deployment pipeline orchestration",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -351,10 +351,6 @@ kubectl rollout undo deployment/my-app --to-revision=3
fi fi
``` ```
## Reference Files
- `references/pipeline-orchestration.md` - Complex pipeline patterns
- `assets/approval-gate-template.yml` - Approval workflow templates
## Related Skills ## Related Skills

View File

@@ -320,12 +320,6 @@ jobs:
} }
``` ```
## Reference Files
- `assets/test-workflow.yml` - Testing workflow template
- `assets/deploy-workflow.yml` - Deployment workflow template
- `assets/matrix-build.yml` - Matrix build template
- `references/common-workflows.md` - Common workflow patterns
## Related Skills ## Related Skills

View File

@@ -246,10 +246,6 @@ trigger-child:
strategy: depend strategy: depend
``` ```
## Reference Files
- `assets/gitlab-ci.yml.template` - Complete pipeline template
- `references/pipeline-stages.md` - Stage organization patterns
## Best Practices ## Best Practices

View File

@@ -339,10 +339,6 @@ secret-scan:
allow_failure: false allow_failure: false
``` ```
## Reference Files
- `references/vault-setup.md` - HashiCorp Vault configuration
- `references/github-secrets.md` - GitHub Secrets best practices
## Related Skills ## Related Skills

View File

@@ -1,6 +1,6 @@
{ {
"name": "cloud-infrastructure", "name": "cloud-infrastructure",
"version": "1.2.2", "version": "1.2.3",
"description": "Cloud architecture design for AWS/Azure/GCP, Kubernetes cluster configuration, Terraform infrastructure-as-code, hybrid cloud networking, and multi-cloud cost optimization", "description": "Cloud architecture design for AWS/Azure/GCP, Kubernetes cluster configuration, Terraform infrastructure-as-code, hybrid cloud networking, and multi-cloud cost optimization",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -284,10 +284,6 @@ resource "aws_cloudwatch_metric_alarm" "cpu_high" {
- **GCP:** Cost Management, Recommender - **GCP:** Cost Management, Recommender
- **Multi-cloud:** CloudHealth, Cloudability, Kubecost - **Multi-cloud:** CloudHealth, Cloudability, Kubecost
## Reference Files
- `references/tagging-standards.md` - Tagging conventions
- `assets/cost-analysis-template.xlsx` - Cost analysis spreadsheet
## Related Skills ## Related Skills

View File

@@ -230,10 +230,6 @@ az network vpn-connection show-device-config-script
5. **Use Direct Connect** for high bandwidth 5. **Use Direct Connect** for high bandwidth
6. **Implement caching** to reduce traffic 6. **Implement caching** to reduce traffic
## Reference Files
- `references/vpn-setup.md` - VPN configuration guide
- `references/direct-connect.md` - Direct Connect setup
## Related Skills ## Related Skills

View File

@@ -319,9 +319,3 @@ istioctl proxy-config endpoints deploy/my-app
# Debug traffic # Debug traffic
istioctl proxy-config log deploy/my-app --level debug istioctl proxy-config log deploy/my-app --level debug
``` ```
## Resources
- [Istio Traffic Management](https://istio.io/latest/docs/concepts/traffic-management/)
- [Virtual Service Reference](https://istio.io/latest/docs/reference/config/networking/virtual-service/)
- [Destination Rule Reference](https://istio.io/latest/docs/reference/config/networking/destination-rule/)

View File

@@ -303,9 +303,3 @@ linkerd viz tap deploy/my-app --to deploy/my-backend
- **Don't over-configure** - Linkerd defaults are sensible - **Don't over-configure** - Linkerd defaults are sensible
- **Don't ignore ServiceProfiles** - They unlock advanced features - **Don't ignore ServiceProfiles** - They unlock advanced features
- **Don't forget timeouts** - Set appropriate values per route - **Don't forget timeouts** - Set appropriate values per route
## Resources
- [Linkerd Documentation](https://linkerd.io/2.14/overview/)
- [Service Profiles](https://linkerd.io/2.14/features/service-profiles/)
- [Authorization Policy](https://linkerd.io/2.14/features/server-policy/)

View File

@@ -340,10 +340,3 @@ linkerd viz tap deploy/my-app --to deploy/my-backend
- **Don't ignore cert expiry** - Automate rotation - **Don't ignore cert expiry** - Automate rotation
- **Don't use self-signed certs** - Use proper CA hierarchy - **Don't use self-signed certs** - Use proper CA hierarchy
- **Don't skip verification** - Verify the full chain - **Don't skip verification** - Verify the full chain
## Resources
- [Istio Security](https://istio.io/latest/docs/concepts/security/)
- [SPIFFE/SPIRE](https://spiffe.io/)
- [cert-manager](https://cert-manager.io/)
- [Zero Trust Architecture (NIST)](https://www.nist.gov/publications/zero-trust-architecture)

View File

@@ -169,10 +169,6 @@ AWS / Azure / GCP
9. **Test disaster recovery** procedures 9. **Test disaster recovery** procedures
10. **Train teams** on multiple clouds 10. **Train teams** on multiple clouds
## Reference Files
- `references/service-comparison.md` - Complete service comparison
- `references/multi-cloud-patterns.md` - Architecture patterns
## Related Skills ## Related Skills

View File

@@ -376,10 +376,3 @@ spec:
- **Don't ignore cardinality** - Limit label values - **Don't ignore cardinality** - Limit label values
- **Don't skip dashboards** - Visualize dependencies - **Don't skip dashboards** - Visualize dependencies
- **Don't forget costs** - Monitor observability costs - **Don't forget costs** - Monitor observability costs
## Resources
- [Istio Observability](https://istio.io/latest/docs/tasks/observability/)
- [Linkerd Observability](https://linkerd.io/2.14/features/dashboard/)
- [OpenTelemetry](https://opentelemetry.io/)
- [Kiali](https://kiali.io/)

View File

@@ -213,13 +213,6 @@ module "rds" {
} }
``` ```
## Reference Files
- `assets/vpc-module/` - Complete VPC module example
- `assets/rds-module/` - RDS module example
- `references/aws-modules.md` - AWS module patterns
- `references/azure-modules.md` - Azure module patterns
- `references/gcp-modules.md` - GCP module patterns
## Testing ## Testing

View File

@@ -1,10 +0,0 @@
{
"name": "code-review-ai",
"version": "1.2.0",
"description": "AI-powered architectural review and code quality analysis",
"author": {
"name": "Seth Hobson",
"email": "seth@major7apps.com"
},
"license": "MIT"
}

View File

@@ -1,161 +0,0 @@
---
name: architect-review
description: Master software architect specializing in modern architecture patterns, clean architecture, microservices, event-driven systems, and DDD. Reviews system designs and code changes for architectural integrity, scalability, and maintainability. Use PROACTIVELY for architectural decisions.
model: opus
---
You are a master software architect specializing in modern software architecture patterns, clean architecture principles, and distributed systems design.
## Expert Purpose
Elite software architect focused on ensuring architectural integrity, scalability, and maintainability across complex distributed systems. Masters modern architecture patterns including microservices, event-driven architecture, domain-driven design, and clean architecture principles. Provides comprehensive architectural reviews and guidance for building robust, future-proof software systems.
## Capabilities
### Modern Architecture Patterns
- Clean Architecture and Hexagonal Architecture implementation
- Microservices architecture with proper service boundaries
- Event-driven architecture (EDA) with event sourcing and CQRS
- Domain-Driven Design (DDD) with bounded contexts and ubiquitous language
- Serverless architecture patterns and Function-as-a-Service design
- API-first design with GraphQL, REST, and gRPC best practices
- Layered architecture with proper separation of concerns
### Distributed Systems Design
- Service mesh architecture with Istio, Linkerd, and Consul Connect
- Event streaming with Apache Kafka, Apache Pulsar, and NATS
- Distributed data patterns including Saga, Outbox, and Event Sourcing
- Circuit breaker, bulkhead, and timeout patterns for resilience
- Distributed caching strategies with Redis Cluster and Hazelcast
- Load balancing and service discovery patterns
- Distributed tracing and observability architecture
### SOLID Principles & Design Patterns
- Single Responsibility, Open/Closed, Liskov Substitution principles
- Interface Segregation and Dependency Inversion implementation
- Repository, Unit of Work, and Specification patterns
- Factory, Strategy, Observer, and Command patterns
- Decorator, Adapter, and Facade patterns for clean interfaces
- Dependency Injection and Inversion of Control containers
- Anti-corruption layers and adapter patterns
### Cloud-Native Architecture
- Container orchestration with Kubernetes and Docker Swarm
- Cloud provider patterns for AWS, Azure, and Google Cloud Platform
- Infrastructure as Code with Terraform, Pulumi, and CloudFormation
- GitOps and CI/CD pipeline architecture
- Auto-scaling patterns and resource optimization
- Multi-cloud and hybrid cloud architecture strategies
- Edge computing and CDN integration patterns
### Security Architecture
- Zero Trust security model implementation
- OAuth2, OpenID Connect, and JWT token management
- API security patterns including rate limiting and throttling
- Data encryption at rest and in transit
- Secret management with HashiCorp Vault and cloud key services
- Security boundaries and defense in depth strategies
- Container and Kubernetes security best practices
### Performance & Scalability
- Horizontal and vertical scaling patterns
- Caching strategies at multiple architectural layers
- Database scaling with sharding, partitioning, and read replicas
- Content Delivery Network (CDN) integration
- Asynchronous processing and message queue patterns
- Connection pooling and resource management
- Performance monitoring and APM integration
### Data Architecture
- Polyglot persistence with SQL and NoSQL databases
- Data lake, data warehouse, and data mesh architectures
- Event sourcing and Command Query Responsibility Segregation (CQRS)
- Database per service pattern in microservices
- Master-slave and master-master replication patterns
- Distributed transaction patterns and eventual consistency
- Data streaming and real-time processing architectures
### Quality Attributes Assessment
- Reliability, availability, and fault tolerance evaluation
- Scalability and performance characteristics analysis
- Security posture and compliance requirements
- Maintainability and technical debt assessment
- Testability and deployment pipeline evaluation
- Monitoring, logging, and observability capabilities
- Cost optimization and resource efficiency analysis
### Modern Development Practices
- Test-Driven Development (TDD) and Behavior-Driven Development (BDD)
- DevSecOps integration and shift-left security practices
- Feature flags and progressive deployment strategies
- Blue-green and canary deployment patterns
- Infrastructure immutability and cattle vs. pets philosophy
- Platform engineering and developer experience optimization
- Site Reliability Engineering (SRE) principles and practices
### Architecture Documentation
- C4 model for software architecture visualization
- Architecture Decision Records (ADRs) and documentation
- System context diagrams and container diagrams
- Component and deployment view documentation
- API documentation with OpenAPI/Swagger specifications
- Architecture governance and review processes
- Technical debt tracking and remediation planning
## Behavioral Traits
- Champions clean, maintainable, and testable architecture
- Emphasizes evolutionary architecture and continuous improvement
- Prioritizes security, performance, and scalability from day one
- Advocates for proper abstraction levels without over-engineering
- Promotes team alignment through clear architectural principles
- Considers long-term maintainability over short-term convenience
- Balances technical excellence with business value delivery
- Encourages documentation and knowledge sharing practices
- Stays current with emerging architecture patterns and technologies
- Focuses on enabling change rather than preventing it
## Knowledge Base
- Modern software architecture patterns and anti-patterns
- Cloud-native technologies and container orchestration
- Distributed systems theory and CAP theorem implications
- Microservices patterns from Martin Fowler and Sam Newman
- Domain-Driven Design from Eric Evans and Vaughn Vernon
- Clean Architecture from Robert C. Martin (Uncle Bob)
- Building Microservices and System Design principles
- Site Reliability Engineering and platform engineering practices
- Event-driven architecture and event sourcing patterns
- Modern observability and monitoring best practices
## Response Approach
1. **Analyze architectural context** and identify the system's current state
2. **Assess architectural impact** of proposed changes (High/Medium/Low)
3. **Evaluate pattern compliance** against established architecture principles
4. **Identify architectural violations** and anti-patterns
5. **Recommend improvements** with specific refactoring suggestions
6. **Consider scalability implications** for future growth
7. **Document decisions** with architectural decision records when needed
8. **Provide implementation guidance** with concrete next steps
## Example Interactions
- "Review this microservice design for proper bounded context boundaries"
- "Assess the architectural impact of adding event sourcing to our system"
- "Evaluate this API design for REST and GraphQL best practices"
- "Review our service mesh implementation for security and performance"
- "Analyze this database schema for microservices data isolation"
- "Assess the architectural trade-offs of serverless vs. containerized deployment"
- "Review this event-driven system design for proper decoupling"
- "Evaluate our CI/CD pipeline architecture for scalability and security"

View File

@@ -1,457 +0,0 @@
# AI-Powered Code Review Specialist
You are an expert AI-powered code review specialist combining automated static analysis, intelligent pattern recognition, and modern DevOps practices. Leverage AI tools (GitHub Copilot, Qodo, GPT-5, Claude 4.5 Sonnet) with battle-tested platforms (SonarQube, CodeQL, Semgrep) to identify bugs, vulnerabilities, and performance issues.
## Context
Multi-layered code review workflows integrating with CI/CD pipelines, providing instant feedback on pull requests with human oversight for architectural decisions. Reviews across 30+ languages combine rule-based analysis with AI-assisted contextual understanding.
## Requirements
Review: **$ARGUMENTS**
Perform comprehensive analysis: security, performance, architecture, maintainability, testing, and AI/ML-specific concerns. Generate review comments with line references, code examples, and actionable recommendations.
## Automated Code Review Workflow
### Initial Triage
1. Parse diff to determine modified files and affected components
2. Match file types to optimal static analysis tools
3. Scale analysis based on PR size (superficial >1000 lines, deep <200 lines)
4. Classify change type: feature, bug fix, refactoring, or breaking change
### Multi-Tool Static Analysis
Execute in parallel:
- **CodeQL**: Deep vulnerability analysis (SQL injection, XSS, auth bypasses)
- **SonarQube**: Code smells, complexity, duplication, maintainability
- **Semgrep**: Organization-specific rules and security policies
- **Snyk/Dependabot**: Supply chain security
- **GitGuardian/TruffleHog**: Secret detection
### AI-Assisted Review
```python
# Context-aware review prompt for Claude 4.5 Sonnet
review_prompt = f"""
You are reviewing a pull request for a {language} {project_type} application.
**Change Summary:** {pr_description}
**Modified Code:** {code_diff}
**Static Analysis:** {sonarqube_issues}, {codeql_alerts}
**Architecture:** {system_architecture_summary}
Focus on:
1. Security vulnerabilities missed by static tools
2. Performance implications at scale
3. Edge cases and error handling gaps
4. API contract compatibility
5. Testability and missing coverage
6. Architectural alignment
For each issue:
- Specify file path and line numbers
- Classify severity: CRITICAL/HIGH/MEDIUM/LOW
- Explain problem (1-2 sentences)
- Provide concrete fix example
- Link relevant documentation
Format as JSON array.
"""
```
### Model Selection (2025)
- **Fast reviews (<200 lines)**: GPT-4o-mini or Claude 4.5 Haiku
- **Deep reasoning**: Claude 4.5 Sonnet or GPT-5 (200K+ tokens)
- **Code generation**: GitHub Copilot or Qodo
- **Multi-language**: Qodo or CodeAnt AI (30+ languages)
### Review Routing
```typescript
interface ReviewRoutingStrategy {
async routeReview(pr: PullRequest): Promise<ReviewEngine> {
const metrics = await this.analyzePRComplexity(pr);
if (metrics.filesChanged > 50 || metrics.linesChanged > 1000) {
return new HumanReviewRequired("Too large for automation");
}
if (metrics.securitySensitive || metrics.affectsAuth) {
return new AIEngine("claude-3.7-sonnet", {
temperature: 0.1,
maxTokens: 4000,
systemPrompt: SECURITY_FOCUSED_PROMPT
});
}
if (metrics.testCoverageGap > 20) {
return new QodoEngine({ mode: "test-generation", coverageTarget: 80 });
}
return new AIEngine("gpt-4o", { temperature: 0.3, maxTokens: 2000 });
}
}
```
## Architecture Analysis
### Architectural Coherence
1. **Dependency Direction**: Inner layers don't depend on outer layers
2. **SOLID Principles**:
- Single Responsibility, Open/Closed, Liskov Substitution
- Interface Segregation, Dependency Inversion
3. **Anti-patterns**:
- Singleton (global state), God objects (>500 lines, >20 methods)
- Anemic models, Shotgun surgery
### Microservices Review
```go
type MicroserviceReviewChecklist struct {
CheckServiceCohesion bool // Single capability per service?
CheckDataOwnership bool // Each service owns database?
CheckAPIVersioning bool // Semantic versioning?
CheckBackwardCompatibility bool // Breaking changes flagged?
CheckCircuitBreakers bool // Resilience patterns?
CheckIdempotency bool // Duplicate event handling?
}
func (r *MicroserviceReviewer) AnalyzeServiceBoundaries(code string) []Issue {
issues := []Issue{}
if detectsSharedDatabase(code) {
issues = append(issues, Issue{
Severity: "HIGH",
Category: "Architecture",
Message: "Services sharing database violates bounded context",
Fix: "Implement database-per-service with eventual consistency",
})
}
if hasBreakingAPIChanges(code) && !hasDeprecationWarnings(code) {
issues = append(issues, Issue{
Severity: "CRITICAL",
Category: "API Design",
Message: "Breaking change without deprecation period",
Fix: "Maintain backward compatibility via versioning (v1, v2)",
})
}
return issues
}
```
## Security Vulnerability Detection
### Multi-Layered Security
**SAST Layer**: CodeQL, Semgrep, Bandit/Brakeman/Gosec
**AI-Enhanced Threat Modeling**:
```python
security_analysis_prompt = """
Analyze authentication code for vulnerabilities:
{code_snippet}
Check for:
1. Authentication bypass, broken access control (IDOR)
2. JWT token validation flaws
3. Session fixation/hijacking, timing attacks
4. Missing rate limiting, insecure password storage
5. Credential stuffing protection gaps
Provide: CWE identifier, CVSS score, exploit scenario, remediation code
"""
findings = claude.analyze(security_analysis_prompt, temperature=0.1)
```
**Secret Scanning**:
```bash
trufflehog git file://. --json | \
jq '.[] | select(.Verified == true) | {
secret_type: .DetectorName,
file: .SourceMetadata.Data.Filename,
severity: "CRITICAL"
}'
```
### OWASP Top 10 (2025)
1. **A01 - Broken Access Control**: Missing authorization, IDOR
2. **A02 - Cryptographic Failures**: Weak hashing, insecure RNG
3. **A03 - Injection**: SQL, NoSQL, command injection via taint analysis
4. **A04 - Insecure Design**: Missing threat modeling
5. **A05 - Security Misconfiguration**: Default credentials
6. **A06 - Vulnerable Components**: Snyk/Dependabot for CVEs
7. **A07 - Authentication Failures**: Weak session management
8. **A08 - Data Integrity Failures**: Unsigned JWTs
9. **A09 - Logging Failures**: Missing audit logs
10. **A10 - SSRF**: Unvalidated user-controlled URLs
## Performance Review
### Performance Profiling
```javascript
class PerformanceReviewAgent {
async analyzePRPerformance(prNumber) {
const baseline = await this.loadBaselineMetrics("main");
const prBranch = await this.runBenchmarks(`pr-${prNumber}`);
const regressions = this.detectRegressions(baseline, prBranch, {
cpuThreshold: 10,
memoryThreshold: 15,
latencyThreshold: 20,
});
if (regressions.length > 0) {
await this.postReviewComment(prNumber, {
severity: "HIGH",
title: "⚠️ Performance Regression Detected",
body: this.formatRegressionReport(regressions),
suggestions: await this.aiGenerateOptimizations(regressions),
});
}
}
}
```
### Scalability Red Flags
- **N+1 Queries**, **Missing Indexes**, **Synchronous External Calls**
- **In-Memory State**, **Unbounded Collections**, **Missing Pagination**
- **No Connection Pooling**, **No Rate Limiting**
```python
def detect_n_plus_1_queries(code_ast):
issues = []
for loop in find_loops(code_ast):
db_calls = find_database_calls_in_scope(loop.body)
if len(db_calls) > 0:
issues.append({
'severity': 'HIGH',
'line': loop.line_number,
'message': f'N+1 query: {len(db_calls)} DB calls in loop',
'fix': 'Use eager loading (JOIN) or batch loading'
})
return issues
```
## Review Comment Generation
### Structured Format
```typescript
interface ReviewComment {
path: string;
line: number;
severity: "CRITICAL" | "HIGH" | "MEDIUM" | "LOW" | "INFO";
category: "Security" | "Performance" | "Bug" | "Maintainability";
title: string;
description: string;
codeExample?: string;
references?: string[];
autoFixable: boolean;
cwe?: string;
cvss?: number;
effort: "trivial" | "easy" | "medium" | "hard";
}
const comment: ReviewComment = {
path: "src/auth/login.ts",
line: 42,
severity: "CRITICAL",
category: "Security",
title: "SQL Injection in Login Query",
description: `String concatenation with user input enables SQL injection.
**Attack Vector:** Input 'admin' OR '1'='1' bypasses authentication.
**Impact:** Complete auth bypass, unauthorized access.`,
codeExample: `
// ❌ Vulnerable
const query = \`SELECT * FROM users WHERE username = '\${username}'\`;
// ✅ Secure
const query = 'SELECT * FROM users WHERE username = ?';
const result = await db.execute(query, [username]);
`,
references: ["https://cwe.mitre.org/data/definitions/89.html"],
autoFixable: false,
cwe: "CWE-89",
cvss: 9.8,
effort: "easy",
};
```
## CI/CD Integration
### GitHub Actions
```yaml
name: AI Code Review
on:
pull_request:
types: [opened, synchronize, reopened]
jobs:
ai-review:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Static Analysis
run: |
sonar-scanner -Dsonar.pullrequest.key=${{ github.event.number }}
codeql database create codeql-db --language=javascript,python
semgrep scan --config=auto --sarif --output=semgrep.sarif
- name: AI-Enhanced Review (GPT-5)
env:
OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
run: |
python scripts/ai_review.py \
--pr-number ${{ github.event.number }} \
--model gpt-4o \
--static-analysis-results codeql.sarif,semgrep.sarif
- name: Post Comments
uses: actions/github-script@v7
with:
script: |
const comments = JSON.parse(fs.readFileSync('review-comments.json'));
for (const comment of comments) {
await github.rest.pulls.createReviewComment({
owner: context.repo.owner,
repo: context.repo.repo,
pull_number: context.issue.number,
body: comment.body, path: comment.path, line: comment.line
});
}
- name: Quality Gate
run: |
CRITICAL=$(jq '[.[] | select(.severity == "CRITICAL")] | length' review-comments.json)
if [ $CRITICAL -gt 0 ]; then
echo "❌ Found $CRITICAL critical issues"
exit 1
fi
```
## Complete Example: AI Review Automation
````python
#!/usr/bin/env python3
import os, json, subprocess
from dataclasses import dataclass
from typing import List, Dict, Any
from anthropic import Anthropic
@dataclass
class ReviewIssue:
file_path: str; line: int; severity: str
category: str; title: str; description: str
code_example: str = ""; auto_fixable: bool = False
class CodeReviewOrchestrator:
def __init__(self, pr_number: int, repo: str):
self.pr_number = pr_number; self.repo = repo
self.github_token = os.environ['GITHUB_TOKEN']
self.anthropic_client = Anthropic(api_key=os.environ['ANTHROPIC_API_KEY'])
self.issues: List[ReviewIssue] = []
def run_static_analysis(self) -> Dict[str, Any]:
results = {}
# SonarQube
subprocess.run(['sonar-scanner', f'-Dsonar.projectKey={self.repo}'], check=True)
# Semgrep
semgrep_output = subprocess.check_output(['semgrep', 'scan', '--config=auto', '--json'])
results['semgrep'] = json.loads(semgrep_output)
return results
def ai_review(self, diff: str, static_results: Dict) -> List[ReviewIssue]:
prompt = f"""Review this PR comprehensively.
**Diff:** {diff[:15000]}
**Static Analysis:** {json.dumps(static_results, indent=2)[:5000]}
Focus: Security, Performance, Architecture, Bug risks, Maintainability
Return JSON array:
[{{
"file_path": "src/auth.py", "line": 42, "severity": "CRITICAL",
"category": "Security", "title": "Brief summary",
"description": "Detailed explanation", "code_example": "Fix code"
}}]
"""
response = self.anthropic_client.messages.create(
model="claude-3-5-sonnet-20241022",
max_tokens=8000, temperature=0.2,
messages=[{"role": "user", "content": prompt}]
)
content = response.content[0].text
if '```json' in content:
content = content.split('```json')[1].split('```')[0]
return [ReviewIssue(**issue) for issue in json.loads(content.strip())]
def post_review_comments(self, issues: List[ReviewIssue]):
summary = "## 🤖 AI Code Review\n\n"
by_severity = {}
for issue in issues:
by_severity.setdefault(issue.severity, []).append(issue)
for severity in ['CRITICAL', 'HIGH', 'MEDIUM', 'LOW']:
count = len(by_severity.get(severity, []))
if count > 0:
summary += f"- **{severity}**: {count}\n"
critical_count = len(by_severity.get('CRITICAL', []))
review_data = {
'body': summary,
'event': 'REQUEST_CHANGES' if critical_count > 0 else 'COMMENT',
'comments': [issue.to_github_comment() for issue in issues]
}
# Post to GitHub API
print(f"✅ Posted review with {len(issues)} comments")
if __name__ == '__main__':
import argparse
parser = argparse.ArgumentParser()
parser.add_argument('--pr-number', type=int, required=True)
parser.add_argument('--repo', required=True)
args = parser.parse_args()
reviewer = CodeReviewOrchestrator(args.pr_number, args.repo)
static_results = reviewer.run_static_analysis()
diff = reviewer.get_pr_diff()
ai_issues = reviewer.ai_review(diff, static_results)
reviewer.post_review_comments(ai_issues)
````
## Summary
Comprehensive AI code review combining:
1. Multi-tool static analysis (SonarQube, CodeQL, Semgrep)
2. State-of-the-art LLMs (GPT-5, Claude 4.5 Sonnet)
3. Seamless CI/CD integration (GitHub Actions, GitLab, Azure DevOps)
4. 30+ language support with language-specific linters
5. Actionable review comments with severity and fix examples
6. DORA metrics tracking for review effectiveness
7. Quality gates preventing low-quality code
8. Auto-test generation via Qodo/CodiumAI
Use this tool to transform code review from manual process to automated AI-assisted quality assurance catching issues early with instant feedback.

View File

@@ -1,6 +1,6 @@
{ {
"name": "conductor", "name": "conductor",
"version": "1.2.0", "version": "1.2.1",
"description": "Context-Driven Development plugin that transforms Claude Code into a project management tool with structured workflow: Context → Spec & Plan → Implement", "description": "Context-Driven Development plugin that transforms Claude Code into a project management tool with structured workflow: Context → Spec & Plan → Implement",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -1,6 +1,12 @@
--- ---
name: context-driven-development name: context-driven-development
description: Use this skill when working with Conductor's context-driven development methodology, managing project context artifacts, or understanding the relationship between product.md, tech-stack.md, and workflow.md files. description: >-
Creates and maintains project context artifacts (product.md, tech-stack.md, workflow.md, tracks.md)
in a `conductor/` directory. Scaffolds new projects from scratch, extracts context from existing
codebases, validates artifact consistency before implementation, and synchronizes documents as the
project evolves. Use when setting up a project, creating or updating product docs, managing a tech
stack file, defining development workflows, tracking work units, onboarding to an existing codebase,
or running project scaffolding.
version: 1.0.0 version: 1.0.0
--- ---
@@ -133,6 +139,8 @@ Update when:
- Track status changes - Track status changes
- Tracks are completed or archived - Tracks are completed or archived
See [references/artifact-templates.md](references/artifact-templates.md) for copy-paste starter templates.
## Context Maintenance Principles ## Context Maintenance Principles
### Keep Artifacts Synchronized ### Keep Artifacts Synchronized

View File

@@ -0,0 +1,154 @@
# Artifact Templates
Starter templates for each Conductor context artifact. Copy and fill in for new projects.
> Contributed by [@fernandezbaptiste](https://github.com/fernandezbaptiste) ([#437](https://github.com/wshobson/agents/pull/437))
## product.md
```markdown
# [Product Name]
> One-line description of what this product does.
## Problem
What problem does this solve and for whom?
## Solution
High-level approach to solving the problem.
## Target Users
| Persona | Needs | Pain Points |
|---|---|---|
| Persona 1 | What they need | What frustrates them |
## Core Features
| Feature | Status | Description |
|---|---|---|
| Feature A | planned | What it does |
| Feature B | implemented | What it does |
## Success Metrics
| Metric | Target | Current |
|---|---|---|
| Metric 1 | target value | - |
## Roadmap
- **Phase 1**: scope
- **Phase 2**: scope
```
## tech-stack.md
```markdown
# Tech Stack
## Languages & Frameworks
| Technology | Version | Purpose |
|---|---|---|
| Python | 3.12 | Backend API |
| React | 18.x | Frontend UI |
## Key Dependencies
| Package | Version | Rationale |
|---|---|---|
| FastAPI | 0.100+ | REST API framework |
| SQLAlchemy | 2.x | ORM and database access |
## Infrastructure
| Component | Choice | Notes |
|---|---|---|
| Hosting | AWS ECS | Production containers |
| Database | PostgreSQL 16 | Primary data store |
| CI/CD | GitHub Actions | Build and deploy |
## Dev Tools
| Tool | Purpose | Config |
|---|---|---|
| pytest | Testing (target: 80% coverage) | pyproject.toml |
| ruff | Linting + formatting | ruff.toml |
```
## workflow.md
```markdown
# Workflow
## Methodology
TDD with trunk-based development.
## Git Conventions
- **Branch naming**: `feature/<track-id>-description`
- **Commit format**: `type(scope): message`
- **PR requirements**: 1 approval, all checks green
## Quality Gates
| Gate | Requirement |
|---|---|
| Tests | All pass, coverage >= 80% |
| Lint | Zero errors |
| Review | At least 1 approval |
| Types | No type errors |
## Deployment
1. PR merged to main
2. CI runs tests + build
3. Auto-deploy to staging
4. Manual promotion to production
```
## tracks.md
```markdown
# Tracks
## Active
| ID | Title | Status | Priority | Assignee |
|---|---|---|---|---|
| TRACK-001 | Feature name | in-progress | high | @person |
## Completed
| ID | Title | Completed |
|---|---|---|
| TRACK-000 | Initial setup | 2024-01-15 |
```
## product-guidelines.md
```markdown
# Product Guidelines
## Voice & Tone
- Professional but approachable
- Direct and concise
- Technical where needed, plain language by default
## Terminology
| Term | Use | Don't Use |
|---|---|---|
| workspace | preferred | project, repo |
| track | preferred | ticket, issue |
## Error Messages
Format: `[Component] What happened. What to do next.`
Example: `[Auth] Session expired. Please sign in again.`
```

View File

@@ -1,6 +1,6 @@
{ {
"name": "data-engineering", "name": "data-engineering",
"version": "1.3.0", "version": "1.3.1",
"description": "ETL pipeline construction, data warehouse design, batch processing workflows, and data-driven feature development", "description": "ETL pipeline construction, data warehouse design, batch processing workflows, and data-driven feature development",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -517,9 +517,3 @@ airflow/
- **Don't use global state** - Tasks should be stateless - **Don't use global state** - Tasks should be stateless
- **Don't skip catchup blindly** - Understand implications - **Don't skip catchup blindly** - Understand implications
- **Don't put heavy logic in DAG file** - Import from modules - **Don't put heavy logic in DAG file** - Import from modules
## Resources
- [Airflow Documentation](https://airflow.apache.org/docs/)
- [Astronomer Guides](https://docs.astronomer.io/learn)
- [TaskFlow API](https://airflow.apache.org/docs/apache-airflow/stable/tutorial/taskflow.html)

View File

@@ -581,10 +581,3 @@ if not all(r.passed for r in results.values()):
- **Don't skip freshness** - Stale data is bad data - **Don't skip freshness** - Stale data is bad data
- **Don't hardcode thresholds** - Use dynamic baselines - **Don't hardcode thresholds** - Use dynamic baselines
- **Don't test in isolation** - Test relationships too - **Don't test in isolation** - Test relationships too
## Resources
- [Great Expectations Documentation](https://docs.greatexpectations.io/)
- [dbt Testing Documentation](https://docs.getdbt.com/docs/build/tests)
- [Data Contract Specification](https://datacontract.com/)
- [Soda Core](https://docs.soda.io/soda-core/overview.html)

View File

@@ -554,10 +554,3 @@ dbt ls --select tag:critical # List models by tag
- **Don't repeat logic** - Extract to macros - **Don't repeat logic** - Extract to macros
- **Don't test in prod** - Use dev target - **Don't test in prod** - Use dev target
- **Don't ignore freshness** - Monitor source data - **Don't ignore freshness** - Monitor source data
## Resources
- [dbt Documentation](https://docs.getdbt.com/)
- [dbt Best Practices](https://docs.getdbt.com/guides/best-practices)
- [dbt-utils Package](https://hub.getdbt.com/dbt-labs/dbt_utils/latest/)
- [dbt Discourse](https://discourse.getdbt.com/)

View File

@@ -409,9 +409,3 @@ spark_configs = {
- **Don't over-cache** - Memory is limited - **Don't over-cache** - Memory is limited
- **Don't ignore data skew** - It dominates job time - **Don't ignore data skew** - It dominates job time
- **Don't use `.count()` for existence** - Use `.take(1)` or `.isEmpty()` - **Don't use `.count()` for existence** - Use `.take(1)` or `.isEmpty()`
## Resources
- [Spark Performance Tuning](https://spark.apache.org/docs/latest/sql-performance-tuning.html)
- [Spark Configuration](https://spark.apache.org/docs/latest/configuration.html)
- [Databricks Optimization Guide](https://docs.databricks.com/en/optimizations/index.html)

View File

@@ -1,6 +1,6 @@
{ {
"name": "developer-essentials", "name": "developer-essentials",
"version": "1.0.1", "version": "1.0.2",
"description": "Essential developer skills including Git workflows, SQL optimization, error handling, code review, E2E testing, authentication, debugging, and monorepo management", "description": "Essential developer skills including Git workflows, SQL optimization, error handling, code review, E2E testing, authentication, debugging, and monorepo management",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -636,12 +636,3 @@ app.use("/api/", apiLimiter);
- **Insecure Password Reset**: Use secure tokens with expiration - **Insecure Password Reset**: Use secure tokens with expiration
- **No Rate Limiting**: Vulnerable to brute force - **No Rate Limiting**: Vulnerable to brute force
- **Trusting Client Data**: Always validate on server - **Trusting Client Data**: Always validate on server
## Resources
- **references/jwt-best-practices.md**: JWT implementation guide
- **references/oauth2-flows.md**: OAuth2 flow diagrams and examples
- **references/session-security.md**: Secure session management
- **assets/auth-security-checklist.md**: Security review checklist
- **assets/password-policy-template.md**: Password requirements template
- **scripts/token-validator.ts**: JWT validation utility

View File

@@ -379,9 +379,3 @@ bazel build //... --notrack_incremental_state
- **Don't commit bazel-\* dirs** - Add to .gitignore - **Don't commit bazel-\* dirs** - Add to .gitignore
- **Don't skip WORKSPACE setup** - Foundation of build - **Don't skip WORKSPACE setup** - Foundation of build
- **Don't ignore build warnings** - Technical debt - **Don't ignore build warnings** - Technical debt
## Resources
- [Bazel Documentation](https://bazel.build/docs)
- [Bazel Remote Execution](https://bazel.build/docs/remote-execution)
- [rules_js](https://github.com/aspect-build/rules_js)

View File

@@ -527,12 +527,3 @@ When author disagrees with your feedback:
✅ Approve after addressing required changes ✅ Approve after addressing required changes
``` ```
## Resources
- **references/code-review-best-practices.md**: Comprehensive review guidelines
- **references/common-bugs-checklist.md**: Language-specific bugs to watch for
- **references/security-review-guide.md**: Security-focused review checklist
- **assets/pr-review-template.md**: Standard review comment template
- **assets/review-checklist.md**: Quick reference checklist
- **scripts/pr-analyzer.py**: Analyze PR complexity and suggest reviewers

View File

@@ -525,12 +525,3 @@ afterEach(() => {
- [ ] Cache issues (clear cache) - [ ] Cache issues (clear cache)
- [ ] Stale data (refresh database) - [ ] Stale data (refresh database)
``` ```
## Resources
- **references/debugging-tools-guide.md**: Comprehensive tool documentation
- **references/performance-profiling.md**: Performance debugging guide
- **references/production-debugging.md**: Debugging live systems
- **assets/debugging-checklist.md**: Quick reference checklist
- **assets/common-bugs.md**: Common bug patterns
- **scripts/debug-helper.ts**: Debugging utility functions

View File

@@ -533,12 +533,3 @@ test('checkout flow', async ({ page }) => {
// 5. Inspect page state // 5. Inspect page state
await page.pause(); // Pauses execution, opens inspector await page.pause(); // Pauses execution, opens inspector
``` ```
## Resources
- **references/playwright-best-practices.md**: Playwright-specific patterns
- **references/cypress-best-practices.md**: Cypress-specific patterns
- **references/flaky-test-debugging.md**: Debugging unreliable tests
- **assets/e2e-testing-checklist.md**: What to test with E2E
- **assets/selector-strategies.md**: Finding reliable selectors
- **scripts/test-analyzer.ts**: Analyze test flakiness and duration

View File

@@ -630,12 +630,3 @@ def process_order(order_id: str) -> Order:
- **Poor Error Messages**: "Error occurred" is not helpful - **Poor Error Messages**: "Error occurred" is not helpful
- **Returning Error Codes**: Use exceptions or Result types - **Returning Error Codes**: Use exceptions or Result types
- **Ignoring Async Errors**: Unhandled promise rejections - **Ignoring Async Errors**: Unhandled promise rejections
## Resources
- **references/exception-hierarchy-design.md**: Designing error class hierarchies
- **references/error-recovery-strategies.md**: Recovery patterns for different scenarios
- **references/async-error-handling.md**: Handling errors in concurrent code
- **assets/error-handling-checklist.md**: Review checklist for error handling
- **assets/error-message-guide.md**: Writing helpful error messages
- **scripts/error-analyzer.py**: Analyze error patterns in logs

View File

@@ -394,12 +394,3 @@ git reset --hard HEAD^
git reflog git reflog
git branch recovered-branch abc123 git branch recovered-branch abc123
``` ```
## Resources
- **references/git-rebase-guide.md**: Deep dive into interactive rebase
- **references/git-conflict-resolution.md**: Advanced conflict resolution strategies
- **references/git-history-rewriting.md**: Safely rewriting Git history
- **assets/git-workflow-checklist.md**: Pre-PR cleanup checklist
- **assets/git-aliases.md**: Useful Git aliases for advanced workflows
- **scripts/git-clean-branches.sh**: Clean up merged and stale branches

View File

@@ -612,12 +612,3 @@ pnpm changeset publish
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
NPM_TOKEN: ${{ secrets.NPM_TOKEN }} NPM_TOKEN: ${{ secrets.NPM_TOKEN }}
``` ```
## Resources
- **references/turborepo-guide.md**: Comprehensive Turborepo documentation
- **references/nx-guide.md**: Nx monorepo patterns
- **references/pnpm-workspaces.md**: pnpm workspace features
- **assets/monorepo-checklist.md**: Setup checklist
- **assets/migration-guide.md**: Multi-repo to monorepo migration
- **scripts/dependency-graph.ts**: Visualize package dependencies

View File

@@ -449,9 +449,3 @@ nx migrate --run-migrations
- **Don't skip affected** - Test only what changed - **Don't skip affected** - Test only what changed
- **Don't ignore boundaries** - Tech debt accumulates - **Don't ignore boundaries** - Tech debt accumulates
- **Don't over-granularize** - Balance lib count - **Don't over-granularize** - Balance lib count
## Resources
- [Nx Documentation](https://nx.dev/getting-started/intro)
- [Module Boundaries](https://nx.dev/core-features/enforce-module-boundaries)
- [Nx Cloud](https://nx.app/)

View File

@@ -497,13 +497,3 @@ FROM pg_stat_user_indexes
WHERE idx_scan = 0 WHERE idx_scan = 0
ORDER BY pg_relation_size(indexrelid) DESC; ORDER BY pg_relation_size(indexrelid) DESC;
``` ```
## Resources
- **references/postgres-optimization-guide.md**: PostgreSQL-specific optimization
- **references/mysql-optimization-guide.md**: MySQL/MariaDB optimization
- **references/query-plan-analysis.md**: Deep dive into EXPLAIN plans
- **assets/index-strategy-checklist.md**: When and how to create indexes
- **assets/query-optimization-checklist.md**: Step-by-step optimization guide
- **scripts/analyze-slow-queries.sql**: Identify slow queries in your database
- **scripts/index-recommendations.sql**: Generate index recommendations

View File

@@ -368,9 +368,3 @@ TURBO_LOG_VERBOSITY=debug turbo build --filter=@myorg/web
- **Don't include secrets in env** - Use runtime env vars - **Don't include secrets in env** - Use runtime env vars
- **Don't ignore dependsOn** - Causes race conditions - **Don't ignore dependsOn** - Causes race conditions
- **Don't over-filter** - May miss dependencies - **Don't over-filter** - May miss dependencies
## Resources
- [Turborepo Documentation](https://turbo.build/repo/docs)
- [Caching Guide](https://turbo.build/repo/docs/core-concepts/caching)
- [Remote Caching](https://turbo.build/repo/docs/core-concepts/remote-caching)

View File

@@ -1,6 +1,6 @@
{ {
"name": "documentation-generation", "name": "documentation-generation",
"version": "1.2.1", "version": "1.2.2",
"description": "OpenAPI specification generation, Mermaid diagram creation, tutorial writing, API reference documentation", "description": "OpenAPI specification generation, Mermaid diagram creation, tutorial writing, API reference documentation",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -439,10 +439,3 @@ adr link 2 "Complements" 1 "Is complemented by"
- **Don't hide failures** - Rejected decisions are valuable - **Don't hide failures** - Rejected decisions are valuable
- **Don't be vague** - Specific decisions, specific consequences - **Don't be vague** - Specific decisions, specific consequences
- **Don't forget implementation** - ADR without action is waste - **Don't forget implementation** - ADR without action is waste
## Resources
- [Documenting Architecture Decisions (Michael Nygard)](https://cognitect.com/blog/2011/11/15/documenting-architecture-decisions)
- [MADR Template](https://adr.github.io/madr/)
- [ADR GitHub Organization](https://adr.github.io/)
- [adr-tools](https://github.com/npryce/adr-tools)

View File

@@ -570,11 +570,3 @@ Reviewed-by: @alice
- **Don't manual edit** - Generated changelogs only - **Don't manual edit** - Generated changelogs only
- **Don't forget breaking changes** - Mark with `!` or footer - **Don't forget breaking changes** - Mark with `!` or footer
- **Don't ignore CI** - Validate commits in pipeline - **Don't ignore CI** - Validate commits in pipeline
## Resources
- [Keep a Changelog](https://keepachangelog.com/)
- [Conventional Commits](https://www.conventionalcommits.org/)
- [Semantic Versioning](https://semver.org/)
- [semantic-release](https://semantic-release.gitbook.io/)
- [git-cliff](https://git-cliff.org/)

View File

@@ -1015,10 +1015,3 @@ openapi-generator-cli generate \
- **Don't forget nullable** - Be explicit about null - **Don't forget nullable** - Be explicit about null
- **Don't mix styles** - Consistent naming throughout - **Don't mix styles** - Consistent naming throughout
- **Don't hardcode URLs** - Use server variables - **Don't hardcode URLs** - Use server variables
## Resources
- [OpenAPI 3.1 Specification](https://spec.openapis.org/oas/v3.1.0)
- [Swagger Editor](https://editor.swagger.io/)
- [Redocly](https://redocly.com/)
- [Spectral](https://stoplight.io/open-source/spectral)

View File

@@ -1,6 +1,6 @@
{ {
"name": "dotnet-contribution", "name": "dotnet-contribution",
"version": "1.0.0", "version": "1.0.1",
"description": "Comprehensive .NET backend development with C#, ASP.NET Core, Entity Framework Core, and Dapper for production-grade applications", "description": "Comprehensive .NET backend development with C#, ASP.NET Core, Entity Framework Core, and Dapper for production-grade applications",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -808,10 +808,3 @@ public class ProductsApiTests : IClassFixture<WebApplicationFactory<Program>>
- **Missing Indexes**: Check query plans, add indexes for common filters - **Missing Indexes**: Check query plans, add indexes for common filters
- **Timeout Issues**: Configure appropriate timeouts for HTTP clients - **Timeout Issues**: Configure appropriate timeouts for HTTP clients
- **Cache Stampede**: Use distributed locks for cache population - **Cache Stampede**: Use distributed locks for cache population
## Resources
- **assets/service-template.cs**: Complete service implementation template
- **assets/repository-template.cs**: Repository pattern implementation
- **references/ef-core-best-practices.md**: EF Core optimization guide
- **references/dapper-patterns.md**: Advanced Dapper usage patterns

View File

@@ -1,6 +1,6 @@
{ {
"name": "framework-migration", "name": "framework-migration",
"version": "1.3.0", "version": "1.3.1",
"description": "Framework updates, migration planning, and architectural transformation workflows", "description": "Framework updates, migration planning, and architectural transformation workflows",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -384,32 +384,3 @@ Phase 4: Cleanup (1-2 weeks)
- Optimize bundle - Optimize bundle
- Final testing - Final testing
``` ```
## Resources
- **references/hybrid-mode.md**: Hybrid app patterns
- **references/component-migration.md**: Component conversion guide
- **references/dependency-injection.md**: DI migration strategies
- **references/routing.md**: Routing migration
- **assets/hybrid-bootstrap.ts**: Hybrid app template
- **assets/migration-timeline.md**: Project planning
- **scripts/analyze-angular-app.sh**: App analysis script
## Best Practices
1. **Start with Services**: Migrate services first (easier)
2. **Incremental Approach**: Feature-by-feature migration
3. **Test Continuously**: Test at every step
4. **Use TypeScript**: Migrate to TypeScript early
5. **Follow Style Guide**: Angular style guide from day 1
6. **Optimize Later**: Get it working, then optimize
7. **Document**: Keep migration notes
## Common Pitfalls
- Not setting up hybrid app correctly
- Migrating UI before logic
- Ignoring change detection differences
- Not handling scope properly
- Mixing patterns (AngularJS + Angular)
- Inadequate testing

View File

@@ -401,33 +401,3 @@ module.exports = {
}, },
}; };
``` ```
## Resources
- **references/orm-switching.md**: ORM migration guides
- **references/schema-migration.md**: Schema transformation patterns
- **references/data-transformation.md**: Data migration scripts
- **references/rollback-strategies.md**: Rollback procedures
- **assets/schema-migration-template.sql**: SQL migration templates
- **assets/data-migration-script.py**: Data migration utilities
- **scripts/test-migration.sh**: Migration testing script
## Best Practices
1. **Always Provide Rollback**: Every up() needs a down()
2. **Test Migrations**: Test on staging first
3. **Use Transactions**: Atomic migrations when possible
4. **Backup First**: Always backup before migration
5. **Small Changes**: Break into small, incremental steps
6. **Monitor**: Watch for errors during deployment
7. **Document**: Explain why and how
8. **Idempotent**: Migrations should be rerunnable
## Common Pitfalls
- Not testing rollback procedures
- Making breaking changes without downtime strategy
- Forgetting to handle NULL values
- Not considering index performance
- Ignoring foreign key constraints
- Migrating too much data at once

View File

@@ -366,64 +366,3 @@ npm install --workspaces
# Update specific workspace # Update specific workspace
npm install package@latest --workspace=packages/app npm install package@latest --workspace=packages/app
``` ```
## Resources
- **references/semver.md**: Semantic versioning guide
- **references/compatibility-matrix.md**: Common compatibility issues
- **references/staged-upgrades.md**: Incremental upgrade strategies
- **references/testing-strategy.md**: Comprehensive testing approaches
- **assets/upgrade-checklist.md**: Step-by-step checklist
- **assets/compatibility-matrix.csv**: Version compatibility table
- **scripts/audit-dependencies.sh**: Dependency audit script
## Best Practices
1. **Read Changelogs**: Understand what changed
2. **Upgrade Incrementally**: One major version at a time
3. **Test Thoroughly**: Unit, integration, E2E tests
4. **Check Peer Dependencies**: Resolve conflicts early
5. **Use Lock Files**: Ensure reproducible installs
6. **Automate Updates**: Use Renovate or Dependabot
7. **Monitor**: Watch for runtime errors post-upgrade
8. **Document**: Keep upgrade notes
## Upgrade Checklist
```markdown
Pre-Upgrade:
- [ ] Review current dependency versions
- [ ] Read changelogs for breaking changes
- [ ] Create feature branch
- [ ] Backup current state (git tag)
- [ ] Run full test suite (baseline)
During Upgrade:
- [ ] Upgrade one dependency at a time
- [ ] Update peer dependencies
- [ ] Fix TypeScript errors
- [ ] Update tests if needed
- [ ] Run test suite after each upgrade
- [ ] Check bundle size impact
Post-Upgrade:
- [ ] Full regression testing
- [ ] Performance testing
- [ ] Update documentation
- [ ] Deploy to staging
- [ ] Monitor for errors
- [ ] Deploy to production
```
## Common Pitfalls
- Upgrading all dependencies at once
- Not testing after each upgrade
- Ignoring peer dependency warnings
- Forgetting to update lock file
- Not reading breaking change notes
- Skipping major versions
- Not having rollback plan

View File

@@ -495,32 +495,3 @@ function List<T>({ items, renderItem }: ListProps<T>) {
- [ ] Check for warnings in console - [ ] Check for warnings in console
- [ ] Performance testing - [ ] Performance testing
``` ```
## Resources
- **references/breaking-changes.md**: Version-specific breaking changes
- **references/codemods.md**: Codemod usage guide
- **references/hooks-migration.md**: Comprehensive hooks patterns
- **references/concurrent-features.md**: React 18 concurrent features
- **assets/codemod-config.json**: Codemod configurations
- **assets/migration-checklist.md**: Step-by-step checklist
- **scripts/apply-codemods.sh**: Automated codemod script
## Best Practices
1. **Incremental Migration**: Don't migrate everything at once
2. **Test Thoroughly**: Comprehensive testing at each step
3. **Use Codemods**: Automate repetitive transformations
4. **Start Simple**: Begin with leaf components
5. **Leverage StrictMode**: Catch issues early
6. **Monitor Performance**: Measure before and after
7. **Document Changes**: Keep migration log
## Common Pitfalls
- Forgetting useEffect dependencies
- Over-using useMemo/useCallback
- Not handling cleanup in useEffect
- Mixing class and functional patterns
- Ignoring StrictMode warnings
- Breaking change assumptions

View File

@@ -1,6 +1,6 @@
{ {
"name": "frontend-mobile-development", "name": "frontend-mobile-development",
"version": "1.2.1", "version": "1.2.2",
"description": "Frontend UI development and mobile application implementation across platforms", "description": "Frontend UI development and mobile application implementation across platforms",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -535,9 +535,3 @@ export async function updateProduct(id: string, data: ProductData) {
- **Don't fetch in Client Components** - Use Server Components or React Query - **Don't fetch in Client Components** - Use Server Components or React Query
- **Don't over-nest layouts** - Each layout adds to the component tree - **Don't over-nest layouts** - Each layout adds to the component tree
- **Don't ignore loading states** - Always provide loading.tsx or Suspense - **Don't ignore loading states** - Always provide loading.tsx or Suspense
## Resources
- [Next.js App Router Documentation](https://nextjs.org/docs/app)
- [Server Components RFC](https://github.com/reactjs/rfcs/blob/main/text/0188-server-components.md)
- [Vercel Templates](https://vercel.com/templates/next.js)

View File

@@ -664,10 +664,3 @@ eas update --branch production --message "Bug fixes"
- **Don't ignore platform differences** - Test on both iOS and Android - **Don't ignore platform differences** - Test on both iOS and Android
- **Don't store secrets in code** - Use environment variables - **Don't store secrets in code** - Use environment variables
- **Don't skip error boundaries** - Mobile crashes are unforgiving - **Don't skip error boundaries** - Mobile crashes are unforgiving
## Resources
- [Expo Documentation](https://docs.expo.dev/)
- [Expo Router](https://docs.expo.dev/router/introduction/)
- [React Native Performance](https://reactnative.dev/docs/performance)
- [FlashList](https://shopify.github.io/flash-list/)

View File

@@ -428,10 +428,3 @@ const todosSlice = createSlice({
}, },
}); });
``` ```
## Resources
- [Redux Toolkit Documentation](https://redux-toolkit.js.org/)
- [Zustand GitHub](https://github.com/pmndrs/zustand)
- [Jotai Documentation](https://jotai.org/)
- [TanStack Query](https://tanstack.com/query)

View File

@@ -864,11 +864,3 @@ Define reusable custom utilities:
- **Don't use arbitrary values** - Extend `@theme` instead - **Don't use arbitrary values** - Extend `@theme` instead
- **Don't hardcode colors** - Use semantic tokens - **Don't hardcode colors** - Use semantic tokens
- **Don't forget dark mode** - Test both themes - **Don't forget dark mode** - Test both themes
## Resources
- [Tailwind CSS v4 Documentation](https://tailwindcss.com/docs)
- [Tailwind v4 Beta Announcement](https://tailwindcss.com/blog/tailwindcss-v4-beta)
- [CVA Documentation](https://cva.style/docs)
- [shadcn/ui](https://ui.shadcn.com/)
- [Radix Primitives](https://www.radix-ui.com/primitives)

View File

@@ -1,6 +1,6 @@
{ {
"name": "game-development", "name": "game-development",
"version": "1.2.1", "version": "1.2.2",
"description": "Unity game development with C# scripting, Minecraft server plugin development with Bukkit/Spigot APIs", "description": "Unity game development with C# scripting, Minecraft server plugin development with Bukkit/Spigot APIs",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -799,9 +799,3 @@ func _on_off_screen() -> void:
- **Don't put logic in resources** - Keep them data-only - **Don't put logic in resources** - Keep them data-only
- **Don't ignore the Profiler** - Monitor performance - **Don't ignore the Profiler** - Monitor performance
- **Don't fight the scene tree** - Work with Godot's design - **Don't fight the scene tree** - Work with Godot's design
## Resources
- [Godot Documentation](https://docs.godotengine.org/en/stable/)
- [GDQuest Tutorials](https://www.gdquest.com/)
- [Godot Recipes](https://kidscancode.org/godot_recipes/)

View File

@@ -620,9 +620,3 @@ public struct Disabled : IComponentData, IEnableableComponent { }
- **Don't over-architect** - Start simple - **Don't over-architect** - Start simple
- **Don't ignore chunk utilization** - Group similar entities - **Don't ignore chunk utilization** - Group similar entities
- **Don't forget disposal** - Native collections leak - **Don't forget disposal** - Native collections leak
## Resources
- [Unity DOTS Documentation](https://docs.unity3d.com/Packages/com.unity.entities@latest)
- [Unity DOTS Samples](https://github.com/Unity-Technologies/EntityComponentSystemSamples)
- [Burst User Guide](https://docs.unity3d.com/Packages/com.unity.burst@latest)

View File

@@ -1,6 +1,6 @@
{ {
"name": "hr-legal-compliance", "name": "hr-legal-compliance",
"version": "1.2.1", "version": "1.2.2",
"description": "HR policy documentation, legal compliance templates (GDPR/SOC2/HIPAA), employment contracts, and regulatory documentation", "description": "HR policy documentation, legal compliance templates (GDPR/SOC2/HIPAA), employment contracts, and regulatory documentation",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -518,10 +518,3 @@ Date: ************\_************
- **Don't discriminate** - In language or application - **Don't discriminate** - In language or application
- **Don't forget at-will language** - Where applicable - **Don't forget at-will language** - Where applicable
- **Don't skip review** - Have legal counsel review all documents - **Don't skip review** - Have legal counsel review all documents
## Resources
- [SHRM Employment Templates](https://www.shrm.org/)
- [Department of Labor](https://www.dol.gov/)
- [EEOC Guidance](https://www.eeoc.gov/)
- State-specific labor departments

View File

@@ -622,9 +622,3 @@ class BreachNotificationHandler:
- **Don't retain indefinitely** - Define and enforce retention - **Don't retain indefinitely** - Define and enforce retention
- **Don't ignore DSARs** - 30-day response required - **Don't ignore DSARs** - 30-day response required
- **Don't transfer without safeguards** - SCCs or adequacy decisions - **Don't transfer without safeguards** - SCCs or adequacy decisions
## Resources
- [GDPR Full Text](https://gdpr-info.eu/)
- [ICO Guidance](https://ico.org.uk/for-organisations/guide-to-data-protection/guide-to-the-general-data-protection-regulation-gdpr/)
- [EDPB Guidelines](https://edpb.europa.eu/our-work-tools/general-guidance/gdpr-guidelines-recommendations-best-practices_en)

View File

@@ -1,6 +1,6 @@
{ {
"name": "incident-response", "name": "incident-response",
"version": "1.3.0", "version": "1.3.1",
"description": "Production incident management, triage workflows, and automated incident resolution", "description": "Production incident management, triage workflows, and automated incident resolution",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -397,10 +397,3 @@ psql -c "VACUUM FULL large_table;"
- **Don't forget communication** - Keep stakeholders informed - **Don't forget communication** - Keep stakeholders informed
- **Don't work alone** - Escalate early - **Don't work alone** - Escalate early
- **Don't skip postmortems** - Learn from every incident - **Don't skip postmortems** - Learn from every incident
## Resources
- [Google SRE Book - Incident Management](https://sre.google/sre-book/managing-incidents/)
- [PagerDuty Incident Response](https://response.pagerduty.com/)
- [Atlassian Incident Management](https://www.atlassian.com/incident-management)
```

View File

@@ -307,176 +307,3 @@ I'll be available on Slack until 17:00 today.
- Status page: Updated at 08:45 - Status page: Updated at 08:45
- Customer support: Notified - Customer support: Notified
- Exec team: Aware - Exec team: Aware
## Resources
- Incident channel: #inc-20240122-payment
- Dashboard: [Payment Service](https://grafana/d/payments)
- Runbook: [Payment Degradation](https://wiki/runbooks/payments)
---
**Incoming on-call (@bob) - Please confirm you have:**
- [ ] Joined #inc-20240122-payment
- [ ] Access to dashboards
- [ ] Understand current state
- [ ] Know escalation path
```
## Handoff Sync Meeting
### Agenda (15 minutes)
```markdown
## Handoff Sync: @alice → @bob
1. **Active Issues** (5 min)
- Walk through any ongoing incidents
- Discuss investigation status
- Transfer context and theories
2. **Recent Changes** (3 min)
- Deployments to watch
- Config changes
- Known regressions
3. **Upcoming Events** (3 min)
- Maintenance windows
- Expected traffic changes
- Releases planned
4. **Questions** (4 min)
- Clarify anything unclear
- Confirm access and alerting
- Exchange contact info
```
## On-Call Best Practices
### Before Your Shift
```markdown
## Pre-Shift Checklist
### Access Verification
- [ ] VPN working
- [ ] kubectl access to all clusters
- [ ] Database read access
- [ ] Log aggregator access (Splunk/Datadog)
- [ ] PagerDuty app installed and logged in
### Alerting Setup
- [ ] PagerDuty schedule shows you as primary
- [ ] Phone notifications enabled
- [ ] Slack notifications for incident channels
- [ ] Test alert received and acknowledged
### Knowledge Refresh
- [ ] Review recent incidents (past 2 weeks)
- [ ] Check service changelog
- [ ] Skim critical runbooks
- [ ] Know escalation contacts
### Environment Ready
- [ ] Laptop charged and accessible
- [ ] Phone charged
- [ ] Quiet space available for calls
- [ ] Secondary contact identified (if traveling)
```
### During Your Shift
```markdown
## Daily On-Call Routine
### Morning (start of day)
- [ ] Check overnight alerts
- [ ] Review dashboards for anomalies
- [ ] Check for any P0/P1 tickets created
- [ ] Skim incident channels for context
### Throughout Day
- [ ] Respond to alerts within SLA
- [ ] Document investigation progress
- [ ] Update team on significant issues
- [ ] Triage incoming pages
### End of Day
- [ ] Hand off any active issues
- [ ] Update investigation docs
- [ ] Note anything for next shift
```
### After Your Shift
```markdown
## Post-Shift Checklist
- [ ] Complete handoff document
- [ ] Sync with incoming on-call
- [ ] Verify PagerDuty routing changed
- [ ] Close/update investigation tickets
- [ ] File postmortems for any incidents
- [ ] Take time off if shift was stressful
```
## Escalation Guidelines
### When to Escalate
```markdown
## Escalation Triggers
### Immediate Escalation
- SEV1 incident declared
- Data breach suspected
- Unable to diagnose within 30 min
- Customer or legal escalation received
### Consider Escalation
- Issue spans multiple teams
- Requires expertise you don't have
- Business impact exceeds threshold
- You're uncertain about next steps
### How to Escalate
1. Page the appropriate escalation path
2. Provide brief context in Slack
3. Stay engaged until escalation acknowledges
4. Hand off cleanly, don't just disappear
```
## Best Practices
### Do's
- **Document everything** - Future you will thank you
- **Escalate early** - Better safe than sorry
- **Take breaks** - Alert fatigue is real
- **Keep handoffs synchronous** - Async loses context
- **Test your setup** - Before incidents, not during
### Don'ts
- **Don't skip handoffs** - Context loss causes incidents
- **Don't hero** - Escalate when needed
- **Don't ignore alerts** - Even if they seem minor
- **Don't work sick** - Swap shifts instead
- **Don't disappear** - Stay reachable during shift
## Resources
- [Google SRE - Being On-Call](https://sre.google/sre-book/being-on-call/)
- [PagerDuty On-Call Guide](https://www.pagerduty.com/resources/learn/on-call-management/)
- [Increment On-Call Issue](https://increment.com/on-call/)

View File

@@ -388,9 +388,3 @@ Don't full-flush cache in production; use targeted invalidation.
- **Don't make it a blame doc** - That kills learning - **Don't make it a blame doc** - That kills learning
- **Don't create busywork** - Actions should be meaningful - **Don't create busywork** - Actions should be meaningful
- **Don't skip follow-up** - Verify actions completed - **Don't skip follow-up** - Verify actions completed
## Resources
- [Google SRE - Postmortem Culture](https://sre.google/sre-book/postmortem-culture/)
- [Etsy's Blameless Postmortems](https://codeascraft.com/2012/05/22/blameless-postmortems/)
- [PagerDuty Postmortem Guide](https://postmortems.pagerduty.com/)

View File

@@ -1,6 +1,6 @@
{ {
"name": "javascript-typescript", "name": "javascript-typescript",
"version": "1.2.1", "version": "1.2.2",
"description": "JavaScript and TypeScript development with ES6+, Node.js, React, and modern web frameworks", "description": "JavaScript and TypeScript development with ES6+, Node.js, React, and modern web frameworks",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

View File

@@ -1012,10 +1012,3 @@ it("should call function after delay", () => {
vi.useRealTimers(); vi.useRealTimers();
}); });
``` ```
## Resources
- **Jest Documentation**: https://jestjs.io/
- **Vitest Documentation**: https://vitest.dev/
- **Testing Library**: https://testing-library.com/
- **Kent C. Dodds Testing Blog**: https://kentcdodds.com/blog/

View File

@@ -917,11 +917,3 @@ const first = doubled.next().value; // Only computes first value
6. **Blocking event loop**: Avoid synchronous operations 6. **Blocking event loop**: Avoid synchronous operations
7. **Memory leaks**: Clean up event listeners and timers 7. **Memory leaks**: Clean up event listeners and timers
8. **Not handling promise rejections**: Use catch() or try/catch 8. **Not handling promise rejections**: Use catch() or try/catch
## Resources
- **MDN Web Docs**: https://developer.mozilla.org/en-US/docs/Web/JavaScript
- **JavaScript.info**: https://javascript.info/
- **You Don't Know JS**: https://github.com/getify/You-Dont-Know-JS
- **Eloquent JavaScript**: https://eloquentjavascript.net/
- **ES6 Features**: http://es6-features.org/

View File

@@ -1039,10 +1039,3 @@ export class ApiResponse {
## Testing Patterns ## Testing Patterns
See `javascript-testing-patterns` skill for comprehensive testing guidance. See `javascript-testing-patterns` skill for comprehensive testing guidance.
## Resources
- **Node.js Best Practices**: https://github.com/goldbergyoni/nodebestpractices
- **Express.js Guide**: https://expressjs.com/en/guide/
- **Fastify Documentation**: https://www.fastify.io/docs/
- **TypeScript Node Starter**: https://github.com/microsoft/TypeScript-Node-Starter

View File

@@ -715,10 +715,3 @@ type ShouldError = ExpectError<AssertEqual<string, number>>;
- Cache complex type computations - Cache complex type computations
- Limit recursion depth in recursive types - Limit recursion depth in recursive types
- Use build tools to skip type checking in production - Use build tools to skip type checking in production
## Resources
- **TypeScript Handbook**: https://www.typescriptlang.org/docs/handbook/
- **Type Challenges**: https://github.com/type-challenges/type-challenges
- **TypeScript Deep Dive**: https://basarat.gitbook.io/typescript/
- **Effective TypeScript**: Book by Dan Vanderkam

View File

@@ -1,6 +1,6 @@
{ {
"name": "kubernetes-operations", "name": "kubernetes-operations",
"version": "1.2.1", "version": "1.2.2",
"description": "Kubernetes manifest generation, networking configuration, security policies, observability setup, GitOps workflows, and auto-scaling", "description": "Kubernetes manifest generation, networking configuration, security policies, observability setup, GitOps workflows, and auto-scaling",
"author": { "author": {
"name": "Seth Hobson", "name": "Seth Hobson",

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