Creating useful subagents requires clear scope, safe tool access, and strong prompts. This skill guides Claude Code users through repeatable agent design and setup.

Backend test coverage is hard to keep consistent across routes, services, models, and middleware. This skill detects project patterns and helps generate practical Jest, Supertest, and MongoDB tests.

Choosing between AI coding tools can waste time, context, and budget when the task is unclear. This skill provides a structured framework for selecting Claude Code, Gemini CLI, or a staged workflow.

Code examples in lessons can fail silently or mislead readers. This skill detects context, selects validation depth, and reports actionable issues.

Many code examples show syntax without building understanding. This skill helps Claude, Codex, and Claude Code create examples with context, validation, and learner fit.

Teams need reliable patterns for connecting ChatKit to real application workflows. This skill provides architecture guidance for FastAPI backends, MCP tools, Next.js widgets, and user isolation.

Teachers need AI activities that build skill instead of replacing practice. This skill structures lessons where students use AI, critique outputs, and verify learning independently.

Tauri WebView bugs are hard to diagnose when logs, screenshots, and runtime state are scattered. This skill gives Claude, Codex, and Claude Code a repeatable workflow for collecting evidence and writing a clear debug report.

Agent tool access can vary across similar roles, creating inconsistent workflows. This skill documents reusable Claude Code presets for development, analysis, research, and coordination agents.

Weak tests slow releases and hide regressions. This skill guides test strategy, TDD, automation, coverage review, and Playwright web checks.

Python teams often need consistent tests, coverage, and reports without losing TDD discipline. This skill provides pytest-focused workflows, examples, and reporting guidance for Claude, Codex, and Claude Code.

Complex AI-assisted projects can lose clarity before implementation starts. This skill guides teams through phased specifications, governance, planning, analysis, and task execution.

Standalone Python scripts often need repeatable dependencies and clear command-line behavior. This skill guides Claude, Codex, and Claude Code to build uv scripts with PEP 723 metadata.

Next.js teams can struggle to choose routes, components, data loading, and migration steps. This skill gives structured architecture guidance for App Router, Server Components, and performance.

Nathan automation work needs consistent n8n, Jira, and Python patterns. This skill gives Claude, Codex, and Claude Code project-specific standards for safer implementation.

Go teams need consistent tests across units, integrations, mocks, benchmarks, and coverage. This skill provides practical Go testing patterns that Claude, Codex, and Claude Code can apply during development.

Go services can become slow or memory-heavy without clear evidence. This skill guides profiling, allocation analysis, concurrency tuning, and benchmark-driven optimization.

Large Go systems can lose clear boundaries as teams add features. This skill gives Claude, Codex, and Claude Code structured patterns for clean architecture, DDD, and production service layout.

Teams lose time when code style, validation, and workflow decisions vary across files. This skill gives Claude, Codex, and Claude Code consistent standards to apply during development.

Developers often miss patterns in their daily coding work. This skill turns recent Claude Code chats into focused growth feedback, learning resources, and a Slack-ready report.