New contributors can struggle to locate services and understand how a hybrid web application fits together. This skill provides a concise reference for the stack, directory responsibilities, integration patterns, and local development commands.

Docusaurus projects need consistent configuration across content, navigation, themes, and integrations. This skill explains the relevant files and configuration concepts for planning focused changes.

Textbook chatbots need a clear connection between the chat interface, retrieval flow, and source content. This guide outlines a RAG design using an API route, embeddings, Qdrant search, and a responsive chat component.

Documentation teams need consistent chapters that are easy to navigate and teach from. This skill checks MDX chapter structure, learning flow, and approved interactive components.

FastAPI backend documentation can be difficult to navigate when chat, retrieval, and service configuration are connected. This skill explains the endpoints, processing flow, utilities, and required configuration in one focused reference.

Teams need consistent public documentation without guessing the Fumadocs file layout. This skill guides Claude, Codex, and Claude Code to create MDX pages, frontmatter, and meta.json navigation.

Marketing teams can lose track of approved claim wording, offer terms, and supporting evidence. This skill records proposals and accepted records with provenance, disclosures, review dates, and expiry status.

Technical PRDs often include code details that slow agent planning. This skill converts them into structured XML app specs for Claude, Codex, and Claude Code.

Building reusable AI skills requires clear structure and activation rules. This skill provides templates, workflows, and validation checks for Claude, Codex, and Claude Code.

Technical content can feel clear to experts while confusing learners. This skill reviews drafts for audience fit, jargon, missing context, accessibility, and practical revision steps.

Long lessons are hard to review when learners need fast recall. This skill creates concise Markdown summaries with concepts, patterns, mistakes, and learning connections.

Educational slide decks often miss learner level, structure, and review criteria. This skill guides Claude, Codex, or Claude Code through NotebookLM prompts, checks, and file naming.

Vague goals make lessons hard to assess and improve. This skill creates measurable objectives with Bloom levels, CEFR mapping, prerequisites, assessments, and success criteria.

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.

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.

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.

Building reusable AI skills is hard when structure, resources, and validation rules are unclear. This skill provides a practical workflow for designing, writing, validating, and packaging skills.

Technical teams need clear docs across APIs, releases, and migrations. This skill creates structured documentation with templates and practical examples.