Run automated experiment loops to optimize algorithms, parameters, or prompts. Two modes: 'grid' for systematic parameter sweeps with Optuna TPE + WilcoxonPruner, 'creative' for Karpathy-style LLM-proposed changes. Use when: optimizing algorithm parameters, tuning thresholds, prompt optimization, ablation studies, or…
Generate interactive HTML evaluation pages for collecting human ground-truth judgments on structured data from any project. Use when a project needs calibration data, quality audits, inter-rater evaluation, algorithm tuning, or ground truth labeling. Triggers on: /calibration-eval, 'evaluate these', 'need ground…
Build apps with the Claude API or Anthropic SDK. TRIGGER when: code imports anthropic/@anthropic-ai/sdk/claudeagentsdk, or user asks to use Claude API, Anthropic SDKs, or Agent SDK. DO NOT TRIGGER when: code imports openai/other AI SDK, general programming questions.
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI).…
Adaptively map what a user knows about a topic via an interactive HTML assessment page, then generate a personalized HTML explainer. Uses limbic.amygdala's knowledgemap module for entropy-maximizing probes and Bayesian belief propagation. Can load existing knowledge graphs or generate new ones from topic descriptions.…
Write Playwright e2e tests with semantic selectors and accessibility-first assertions. Use when creating or modifying e2e tests (.spec.ts files using Playwright).
Generate a detailed, pedagogical HTML walkthrough of a PR or feature branch. Use when the user wants to understand, document, or share how a PR works — covering architecture, data flow, design decisions, tradeoffs, and extension patterns. Triggers on requests like "walk me through this PR", "explain this branch"…
Write README documentation focused on deep understanding and mental models. Use when asked to document a package, write a README, or create documentation for a library.
Reviews React code for correct useEffect usage. Use when reviewing React components, checking for useEffect anti-patterns, or deciding whether useEffect is appropriate for a given use case.
Generate beautiful, self-contained HTML pages that visually explain systems, code changes, plans, and data. Use when the user asks for a diagram, architecture overview, diff review, plan review, project recap, comparison table, or any visual explanation of technical concepts. Also use proactively when you are about to…
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At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: