Papers

Systematically diagnoses and fixes failures through hypothesis-driven investigation. Auto-activates when user reports something broken, failing, erroring, not working, crashed, or buggy. Spawns debugger agent for binary search isolation and minimal reproduction.

Strategic publication planning and venue selection for research

Conduct quantitative synthesis through meta-analysis. Use when: (1) Combining effect sizes across studies, (2) Systematic review synthesis, (3) Calculating summary effects, (4) Assessing heterogeneity.

Strategic multi-database microbiome data analysis that THINKS before executing. Uses sequential reasoning to assess existing systems (Patient Similarity DB, Neo4j, Supabase, Upstash) BEFORE querying. Use when answering strategic questions about microbiome data availability, connecting dots across systems, age prediction, patient clustering, or any question requiring cross-database synthesis. ALWAYS starts with pre-flight assessment.

Multi-LLM parallel research with query decomposition and synthesis

UX research and design toolkit for Senior UX Designer/Researcher including data-driven persona generation, journey mapping, usability testing frameworks, and research synthesis. Use for user research, persona creation, journey mapping, and design validation.

Analyze CSS coverage, identify unused rules, and detect stylesheet conflicts. Use after visual QA to optimize stylesheets before publication.

Use when user requests scientific debugging, mentions being a scientist about debugging, or asks for rigorous hypothesis testing - enforces formal theory-experiment cycles with clear evidence requirements, no smoking guns or assumptions

Aggregate and analyze AI news from 7 authoritative sources including expert newsletters (Andrew Ng's The Batch), research papers (HuggingFace), industry news (TechCrunch, AI News), and community discussions (Reddit, Hacker News). Provides deep trend analysis with expert sentiment and community opinions. This skill should be used when the user wants a comprehensive AI news digest, research recent developments, understand community sentiment, or stay updated on AI trends. Invoke with `/ai-news <days>` (e.g., `/ai-news 3` for past 3 days).

Migrate Logseq graphs to Obsidian vaults. Use when the user wants to convert their Logseq notes to Obsidian format, migrate from Logseq, or mentions both Logseq and Obsidian in a migration context. Handles property conversion, admonition blocks, block references, journal renaming, collapsed states, numbered lists, and image syntax. Designed for Claude Code usage from within the user's Logseq graph folder.

Extract common patterns from multiple instance outputs, find what persists

This skill should be used when translating research insights into actionable brand strategy frameworks. Use this when developing positioning statements, messaging architectures, audience strategies, or voice guidelines based on completed research. This skill provides strategic synthesis workflows, validation frameworks, and strategy document templates for evidence-based brand strategy development.

Master dialectical methodology - Socratic, Hegelian, and Marxist dialectics. Use for: dialogue, thesis-antithesis-synthesis, contradiction, development. Triggers: 'dialectic', 'dialectical', 'thesis antithesis', 'Aufhebung', 'sublation', 'Socratic', 'Hegelian', 'contradiction', 'synthesis', 'negation', 'development', 'elenchus'.

Systematic analysis framework for articles, papers, and long-form content using 5 proven thinking models (McKinsey Communication Framework, Comprehensive Task Checklist, Critical Thinking, Inversion Thinking, Systems Thinking).

Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, executing computational experiments, performing literature searches, or generating publication-ready papers in LaTeX format. Supports end-to-end research pipelines with customizable agent orchestration.

Search arXiv preprint repository for papers in physics, mathematics, computer science, quantitative biology, and related fields

Reads and extracts content from Arxiv HTML papers for Q&A. Use when the user shares an Arxiv HTML link (arxiv.org/html/...) or asks about a paper from Arxiv.

Deep exploration from a key paper. Triggers: 這篇論文的相關研究, 誰引用這篇, 類似文章, related articles, citation tree, paper exploration

Provide accurate, evidence-based answers by referencing sources from documents, textbooks, or research papers. Use when user asks for factual or source-backed responses.

Design, configure, launch, and analyze ablation sweeps for GRPO training. Use for hypothesis testing, hyperparameter experiments, and systematic comparisons.