Programming educators need practice sets that build retention, not only problem volume. This skill creates structured Python exercises with objectives, progression, tests, rubrics, hints, and review patterns.

Library documentation can add too much context when users only need examples or signatures. This skill fetches Context7 docs and filters them into focused, lower-token summaries.

Docusaurus deployments often fail because configuration, build output, and GitHub Pages settings do not match. This skill guides setup, validation, CI workflow creation, and troubleshooting.

Complex concepts often overwhelm learners when prerequisites, examples, and checkpoints are unclear. This skill helps Claude, Codex, and Claude Code create staged learning plans with cognitive load controls.

Educational drafts need consistent review before publication. This skill applies a weighted rubric and constitution checklist to produce evidence-based feedback.

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.

Format drift makes lessons and documentation teach the wrong structure. This skill checks content against canonical sources before publication.

Large educational books can become inconsistent, overloaded, or hard to navigate. This skill creates structured plans with chapter flow, dependencies, and learning checkpoints.

Creating fair programming assessments takes time and often overuses recall questions. This skill designs varied questions, rubrics, answer keys, and validation checks aligned to learning goals.

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.

Accessibility gaps can block users and create compliance risk. This skill guides WCAG audits, screen reader checks, keyboard testing, and remediation planning.

Project context is often scattered across planning files. This skill guides Claude, Codex, and Claude Code to read conductor files before work begins.

Broken, stale, or mismatched links reduce trust and waste review time. This skill checks link status, redirects, context fit, and quality signals for documents or single URLs.

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.

Technical decisions often need evidence, not opinion. This skill guides timeboxed spikes with options, proof of concept results, comparison matrices, risks, and recommendations.

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.