Coding & Dev Tools

Humanize text: strip AI-isms and add real voice.

Control Philips Hue lights, rooms, and scenes via the OpenHue CLI. Turn lights on/off, adjust brightness, color, color temperature, and activate scenes.

Create hand-drawn style diagrams using Excalidraw JSON format. Generate .excalidraw files for architecture diagrams, flowcharts, sequence diagrams, concept maps, and more. Files can be opened at excalidraw.com or uploaded for shareable links.

Play Pokemon games autonomously via headless emulation. Starts a game server, reads structured game state from RAM, makes strategic decisions, and sends button inputs — all from the terminal.

Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support

Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization

Infographics: 21 layouts x 21 styles (信息图, 可视化).

Inspect and analyze codebases using pygount for LOC counting, language breakdown, and code-vs-comment ratios. Use when asked to check lines of code, repo size, language composition, or codebase stats.

Throwaway experiments to validate an idea before build.

Set up a modded Minecraft server from a CurseForge/Modrinth server pack zip. Covers NeoForge/Forge install, Java version, JVM tuning, firewall, LAN config, backups, and launch scripts.

Songwriting craft, AI music generation prompts (Suno focus), parody/adaptation techniques, phonetic tricks, and lessons learned. These are tools and ideas, not rules. Break any of them when the art calls for it.

Debug Python: pdb REPL + debugpy remote (DAP).

Knowledge comic creator supporting multiple art styles and tones. Creates original educational comics with detailed panel layouts and sequential image generation. Use when user asks to create "知识漫画", "教育漫画", "biography comic", "tutorial comic", or "Logicomix-style comic".

Use Alpaca CryptoDataStream websocket for real-time crypto bars in live trading (OHLC only, volume excluded)

Example skill demonstrating the registry structure and format

Inverse ETF Proxy for Crypto Shorts

Stitched Image Quality Control

Fix PyPI package name collisions when local package name exists on PyPI

Batch Signal Isolation with Recipe-Driven Processing

Python package reorganization with pyproject.toml inside package directory

Fix PPO training early-stop issues. Trigger when: (1) impossible drawdown values (>100%), (2) training stops too early, (3) need adaptive recovery instead of hard stop.

GPU-only SLURM scheduling for KINTSUGI: never use CPU fallback — measured speedups: stitch 25x, decon 5x, EDF 15x (~13x full cycle)

Fix CuPy NVRTC compilation errors on Windows. Trigger: NVRTC_ERROR_BUILTIN_OPERATION_FAILURE, nvrtc-builtins64 not found

v4.1.0 reward function redesign to fix overtrading and DSR dominance

Multi-format channel name parsing for KINTSUGI CHANNELNAMES.txt files

KINTSUGI NOTEBOOK processing principles: Never sacrifice quality for speed, always use GPU when available. Trigger: performance optimization, CPU/GPU choice, fast mode, quality vs speed in NOTEBOOKS (not SLURM).

VaR Unit Mismatch Fix

Patterns and pitfalls for modularizing large Shiny apps with plotly, sf, and cross-module reactives

Python dataclass best practices: slots, frozen, validation. Trigger when optimizing dataclasses or creating config classes.

Use when tuning predator-prey dynamics, regime detection coefficients, or cooldown mechanisms

Extended hours trading support for pre-market and after-hours sessions via Alpaca

Debugging constant Markov regime features in RL observations - when HMM probabilities show uniform values instead of dynamic regime estimates

SUPERSEDED by persistent-cache-gap-filling (v2.8.0). Cache data during symbol selection for instant repeat runs.

Batch signal isolation for Phenocycler spleen channels using matched blank pairs and kintsugi.signal

Windows Console Unicode Compatibility

Diagnosing and fixing bimodal matching score distributions in MaxFuse