Discover Data & AI skills, compare source repositories and read the instructions for each workflow.
This skill analyzes code for design quality improvements across 8 dimensions: Naming, Object Calisthenics, Coupling & Cohesion, Immutability, Domain Integrity, Type System, Simplicity, and Performance. Ensures...
Force honest confidence assessment before claiming conclusions. Triggers on 'root cause identified', 'problem identified', 'complete clarity'. Express confidence as percentage, explain what's stopping 100%, val...
Generate production-quality Python code for sensor integration, sensor fusion, and perception systems that run in Pyodide (browser). Creates educational code for teaching IMU sensors, LiDAR simulation, depth pe...
Generate production-quality Python code for robot simulations that run in Pyodide (browser). Supports simplified physics simulations using NumPy, Matplotlib, and basic physics calculations. Creates educational...
Generate production-quality Python code for robot motion planning algorithms that run in Pyodide (browser). Creates educational code for teaching path planning (A*, RRT), trajectory optimization, PID control, m...
This skill should be used when evaluating the quality of book chapters, lessons, or educational content. It provides a systematic 6-category rubric with weighted scoring (Technical Accuracy 30%, Pedagogical Eff...
Plan, structure, and scaffold large educational books using cognitive load management, just-in-time specification, and pedagogical best practices. Use this skill when planning multi-part, multi-chapter educatio...
Autonomously execute exploratory implementation of one approach from spike definition, working independently until natural stop. Use when partner provides spike definition and assigns you an approach number to...
Transform project ideas into requirements documentation focusing on user outcomes and functionality, not implementation. Use when partner describes a new project or feature idea and needs a PRD capturing requir...
Execute implementation plans or backlog items autonomously with shared-context architecture for maximum accuracy
Use when working with any configuration file outside of project directories in ~/Code (unless already managed like ~/Code/CLAUDE.md) - handles chezmoi prefix mappings, template awareness, conflict resolution wo...
Debug visual and spatial bugs in Godot games through user observation, Godot-specific diagnosis, and test-driven fixes. Use when debugging visual or input issues in Godot where the user can observe the game but...
Create spike definitions with canonical names and numbered approaches for parallel exploratory implementation. Use when partner has an underdefined feature idea and wants to explore multiple implementation appr...
Analyzes project structure and generates appropriate Claude Code subagents based on detected tech stack
Autonomously build and test web applications using Playwright MCP server. Enables iterative development with automatic verification - make changes, run the app, visually verify, check for errors, and iterate. U...
Performs privacy audits and data sovereignty checks. USE WHEN you want to ensure your private data is not being leaked to external providers.
PAI (Personal AI Infrastructure) - Your AI system core. Platform-agnostic and bridge-enabled. AUTO-LOADS at session start. USE WHEN any session begins OR user asks about PAI identity, response format, stack pre...
Complete visual content system for PAI. Tron-meets-Excalidraw aesthetic. USE WHEN user wants to create visual content, illustrations, diagrams, or visualizations.
Choose and implement WebFBundle loading in a Flutter host (remote URL, assets, localhost dev, inline) and diagnose bundle load failures (bad URL, missing assets, network errors). Use when the user mentions WebF...
Manage WebF controllers safely with WebFControllerManager (lifecycle, reuse, pre-render, multiple controllers). Use when the user mentions WebFControllerManager, controller lifecycle, pre-render controller, or...
Ensure store compliance for WebF apps (remote updates, interpreters, rollout/rollback constraints). Use when the user mentions App Store/Play Store, store compliance, remote updates, or publishing WebF-hosted c...
Review security risks and mitigations for remote WebF content (untrusted bundles, URL allowlists, HTTPS, trust boundaries, clickjacking). Use when the user mentions untrusted remote bundles, bundle URL validati...
Implement hybrid routing between Flutter and WebF using WebFSubView and go_router (route mapping and layouts). Use when the user mentions WebFSubView, go_router, hybrid routing, or mapping Flutter routes to Web...
Configure and debug WebF runtime caching in Flutter using HttpCacheMode (stale content, offline-first, cache busting, clearing caches with WebF.clearAllCaches). Use when the user mentions HttpCacheMode, WebF.cl...
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.