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This guide helps developers create high-quality MCP servers that enable AI models to interact with external APIs and services. Covers Python FastMCP and TypeScript SDK patterns with best practices for tool design.

Educators struggle to write specific, testable learning outcomes. This skill generates measurable objectives aligned with Bloom's taxonomy and CEFR levels, ensuring learners know exactly what they will achieve and how success will be measured.

Creating professional diagrams for lessons takes hours of design work. This skill provides a structured workflow to generate teaching visuals using Gemini 3 with browser automation and 6-gate quality control.

Teams often copy Helm chart examples without understanding their architecture. This skill guides you through systematic architectural analysis to create charts that match your specific constraints and operational requirements.

Building web interfaces often results in generic, predictable designs. This skill guides AI assistants to create bold, production-grade frontend code with distinctive aesthetics, creative typography, and polished animations that stand out from standard patterns.

Educators spend hours creating varied exercises that apply cognitive science principles. This skill generates complete exercise sets with retrieval practice, spaced repetition, and difficulty progression using templates and evidence-based learning strategies.

Deploying Docusaurus documentation to GitHub Pages requires configuring build settings, GitHub Actions workflows, and deployment branches. This skill automates the entire process with pre-validated templates and local testing before CI/CD triggers.

Documentation requests consume excessive tokens. This skill uses Context7 MCP with intelligent shell pipeline filtering to extract only code examples and API signatures, reducing token usage by 86.8% while preserving all essential information.

Content creators need systematic, objective quality assessment to improve educational materials. This skill provides a 6-category weighted rubric with evidence-based scoring to consistently evaluate and improve book chapters and lessons.

Complex concepts overwhelm learners when presented incorrectly. This skill applies cognitive load theory to design step-by-step progressions that match learner proficiency, ensuring concepts build on prerequisites with appropriate scaffolding at each stage.

An AI skill for Claude, Codex, and Claude Code

Teaching code requires more than syntax demonstration. This skill generates production-relevant examples using reasoning-driven pedagogy that activates understanding through spec-first, show-then-explain patterns.

Building ChatKit chatbots requires integrating multiple technologies with proper security patterns. This skill provides complete architectural guidance for creating production-ready chatbots with user isolation and real-time capabilities.

Educational content often drifts from canonical patterns over time. This skill compares lesson content against authoritative sources to ensure students learn correct formats that match platform conventions.

Browser automation requires repetitive manual interactions with web pages. This skill provides MCP-powered tools to navigate websites, fill forms, click elements, take screenshots, and extract data programmatically through Playwright MCP server.

Planning large educational books is challenging without structure. This skill provides templates, patterns, and validation tools to scaffold multi-chapter learning journeys that manage cognitive load and ensure narrative continuity.

Creating fair programming assessments takes significant effort. This skill generates varied question types aligned to learning objectives with meaningful distractors, analytic rubrics for open-ended questions, and cognitive distribution analysis to ensure balanced assessments.

An AI skill for Claude, Codex, and Claude Code