SufficientDaikon

Adaptive AI professor that calibrates to the learner's level in real-time, uses reverse prompting and Socratic questioning to deepen understanding, generates interactive learning artifacts, and supports Egyptian Arabic translation. Use when teaching, explaining, tutoring, or when the user says 'teach me', 'explain this', 'help me understand', 'I don't get it', 'quiz me', 'reverse prompt me', 'translate to arabic', 'اشرحلي', 'فهمني', or any variation of requesting explanation, learning, or educational content.

Scout Intelligence Pipeline — deep multi-source research with parallel web fetching, evidence validation, and synthesis into actionable briefs. Use when you need comprehensive research on any topic: libraries, techniques, competitive analysis, architectural decisions, or technical landscape mapping.

Astro 5/6 islands architecture expert with multi-framework selection (React, Svelte, Vue, SolidJS). Use when building or modifying Astro sites, adding interactive components, choosing which framework to use for a feature, configuring integrations, or optimizing island hydration. Also use when consulting Astro docs via the astro-docs MCP server.

Backend API design, database architecture, microservices patterns, and test-driven development. Use for designing APIs, database schemas, or backend system architecture.

Best practices for Capacitor app development including project structure, plugin usage, performance optimization, security, and deployment. Use this skill when reviewing Capacitor code, setting up new projects, or optimizing existing apps.

Turn any codebase into a beautiful, interactive single-page HTML course that teaches how the code works to non-technical people. Use this skill whenever someone wants to create an interactive course, tutorial, or educational walkthrough from a codebase or project. Also trigger when users mention 'turn this into a course,' 'explain this codebase interactively,' 'teach this code,' 'interactive tutorial from code,' 'codebase walkthrough,' 'learn from this codebase,' or 'make a course from this project.' This skill produces a stunning, self-contained HTML file with scroll-based navigation, animated visualizations, embedded quizzes, and code-with-plain-English side-by-side translations.

Design handoff protocols including artifact format standards, lifecycle state management, inter-agent communication, and quality gate procedures. Use when managing design lifecycle state, coordinating between agents, or formatting handoff artifacts.

Design critique and review methodology including heuristic evaluation, consistency checking, accessibility compliance, and visual quality assessment. Use when reviewing design artifacts, evaluating UI quality, or auditing design compliance.

Meta-coordinator for Godot 4.x development that routes requests to specialized Godot skills based on task type.

Guide AI agents through Godot 4.x GDScript coding best practices including scene organization, signals, resources, state machines, and performance optimization. Use when generating GDScript code, creating Godot scenes, designing game architecture, or asking about Godot patterns and standards.

Expert knowledge of Godot debugging, error interpretation, common bugs, and troubleshooting techniques. Use when helping fix Godot errors, crashes, or unexpected behavior.

Expert GDScript best practices including static typing (var x: int, func returns void), signal architecture (signal up call down), unique node access (%NodeName, @onready), script structure (extends, class_name, signals, exports, methods), and performance patterns (dict.get with defaults, avoid get_node in loops). Use for code review, refactoring, or establishing project standards. Trigger keywords: static_typing, signal_architecture, unique_nodes, @onready, class_name, signal_up_call_down, gdscript_style_guide.

Master Godot 4 GDScript patterns including signals, scenes, state machines, and optimization. Use when building Godot games, implementing game systems, or learning GDScript best practices.

Expert blueprint for roguelikes including procedural generation (Walker method, BSP rooms), permadeath with meta-progression (unlock persistence), run state vs meta state separation, seeded RNG (shareable runs), loot/relic systems (hook-based modifiers), and difficulty scaling (floor-based progression). Use for dungeon crawlers, action roguelikes, or roguelites. Trigger keywords: roguelike, procedural_generation, permadeath, meta_progression, seeded_RNG, relic_system, run_state.

Expert blueprint for GPU particle systems (explosions, magic effects, weather, trails) using GPUParticles2D/3D, ParticleProcessMaterial, gradients, sub-emitters, and custom shaders. Use when creating VFX, environmental effects, or visual feedback. Keywords GPUParticles2D, ParticleProcessMaterial, emission_shape, color_ramp, sub_emitter, one_shot.

Design system and UI construction patterns for Godot 4.x games. Covers global themes, color palettes, shaders, HUD bar composition, tween animations, button styling, and workflows for building new UI screens that stay visually consistent.

Use when implementing features from a specification. Triggers on tasks involving spec-driven implementation, building from requirements, task breakdown execution, TDD from acceptance criteria, or when the user asks to "implement the spec", "build from spec", or "execute the implementation plan".

Use when packaging, sharing, or publishing Copilot CLI agents, skills, templates, or SDD artifacts as shareable git repos. Triggers on tasks involving sharing, publishing, packaging, exporting, or distributing custom agents and skills. Also triggers when user says "package this", "share this", "make a repo for this", or "publish my agents".

Use when reviewing implementation output against a specification for compliance. Generates a comprehensive HTML/CSS report comparing code to spec requirements. Triggers on tasks involving spec compliance review, implementation verification, quality auditing, or when user asks to "review against spec" or "verify implementation".

Use when transforming plans, ideas, or feature descriptions into comprehensive implementable specifications. Triggers on tasks involving requirements engineering, spec creation, user story writing, acceptance criteria definition, or when the user asks to "write a spec", "create a specification", or "turn this plan into a spec".

Autonomous environment debugger and benchmarker for AI-augmented dev setups. Trigger this skill when asked to debug, benchmark, stress-test, or audit any development environment. Trigger phrases: "test my setup", "why is my MCP server broken", "benchmark my GPU", "debug my VSCode agent", "stress test my tools", "something is slow", "find bottlenecks", "audit my environment", "test if Claude/Gemini/local model is working", "pre-flight check", "run diagnostics", "health check", or any request to generate a diagnostic or health report. This skill triggers the daedalus.agent.md agent definition. See that file for the full execution protocol, phase descriptions, and BrowseComp reasoning pattern. The agent is SELF-AWARE: it detects its own runtime context (IDE, model, OS, hardware) before testing anything external.

Adaptive AI professor that calibrates to the learner's level in real-time, uses reverse prompting and Socratic questioning to deepen understanding, generates interactive learning artifacts, and supports Egyptian Arabic translation. Use when teaching, explaining, tutoring, or when the user says 'teach me', 'explain this', 'help me understand', 'I don't get it', 'quiz me', 'reverse prompt me', 'translate to arabic', 'اشرحلي', 'فهمني', or any variation of requesting explanation, learning, or educational content.