luokai0
- 3.6k skills
- 0 followers
- 10 repo stars
- 2 weeks ago last updated
- ▌ Scanpy 2 · luokai0 bundleStandard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For deep learning models use scvi-tools; for data format questions use anndata.
- ▌ Research Grants 2 · luokai0 bundleWrite competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.
- ▌ Seaborn 2 · luokai0 bundleStatistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly; for publication styling use scientific-visualization.
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- ▌ Scientific Slides 2 · luokai0 bundleBuild slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and LaTeX Beamer.
- ▌ Code Review 3 · luokai0 bundleStructured code reviews with severity-ranked findings and deep multi-agent mode. Use when performing a code review, auditing code quality, or critiquing PRs, MRs, or diffs.
- ▌ GRAPHQL Expert · luokai0Expert-level GraphQL. Use when designing schemas, writing resolvers, using Apollo, DataLoader for N+1, or optimizing GraphQL performance.
- ▌ Shap 2 · luokai0 bundleModel interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analyzing model bias or fairness, comparing models, or implementing explainable AI. Works with tree-based models (XGBoost, LightGBM, Random Forest), deep learning (TensorFlow, PyTorch), linear models, and any black-box model.
- ▌ Vaex 2 · luokai0 bundleUse this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine learning on large datasets. Apply when users need to work with large CSV/HDF5/Arrow/Parquet files, perform fast statistics on massive datasets, create visualizations of big data, or build ML pipelines that do not fit in memory.
- ▌ Charlie 2 · luokai0 bundleYour AI CFO for bootstrapped startups, named after Charlie Munger who embodied the principle that capital discipline is a competitive advantage. Provides financial frameworks for cash management, runway calculations, unit economics (LTV:CAC), capital allocation, hiring ROI, burn rate analysis, working capital optimization, and forecasting. Use for questions like "should we make this hire?", "how much runway do we need?", "what metrics should I track?", "how do I forecast revenue?", or any strategic financial decision at a self-funded company.
- ▌ Pysam 2 · luokai0 bundleGenomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.
- ▌ Pytdc 2 · luokai0 bundleTherapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.
- ▌ Qutip 2 · luokai0 bundleQuantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. NOT for circuit-based quantum computing—use qiskit, cirq, or pennylane for quantum algorithms and hardware execution.
- ▌ Rdkit 2 · luokai0 bundleCheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.
- ▌ Agent Organizer 2 · luokai0Use when assembling and optimizing multi-agent teams to execute complex projects that require careful task decomposition, agent capability matching, and workflow coordination.
- ▌ Scikit Survival 2 · luokai0 bundleComprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival Forests, Gradient Boosting models, or Survival SVMs, evaluating survival predictions with concordance index or Brier score, handling competing risks, or implementing any survival analysis workflow with the scikit-survival library.
- ▌ String Database 2 · luokai0 bundleQuery STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.
- ▌ Torch Geometric 2 · luokai0 bundleGraph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.
- ▌ Treatment Plans 2 · luokai0 bundleGenerate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability.
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- ▌ Clickup 2 · luokai0 bundleClickUp API integration with managed OAuth. Access tasks, lists, folders, spaces, workspaces, users, and manage webhooks. Use this skill when users want to manage work items, track projects, or integrate with ClickUp workflows. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway).
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- ▌ Confluence 2 · luokai0 bundleConfluence API integration with managed OAuth. Manage pages, spaces, blogposts, comments, and attachments. Use this skill when users want to create, read, update, or delete Confluence content, manage spaces, or work with comments and attachments. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway). Requires network access and valid Maton API key.
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- ▌ Deep Search · luokai0 bundleDeep web research using LLM + multiple search rounds. Use when user needs comprehensive analysis, detailed research, or says "deep search", "详细搜索", "深入调查".
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- ▌ AI Thinks It Worked · luokai0 bundleAI以为自己工作了 discovery skill for VeriClaw 爪印. Use when the intent is AI以为自己工作了, AI工作幻觉, AI未做却说做了, AI装作自己做完了, or fake completion diagnosis after a model claims the work is done.
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- ▌ Code Project Analyzer · luokai0 bundle自动分析任意代码目录的结构与内容，识别项目主要功能、模块划分、技术栈，自动生成规范的项目介绍文档，包含基础功能、应用场景、实现原理三个核心部分。使用当需要快速了解陌生项目结构、生成项目README/介绍文档、梳理代码架构时触发。
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- ▌ Agent Discovery · luokai0 bundleAgent发现探索助手。搜索、评估、集成公开Agent。使用场景：(1) 搜索可用Agent，(2) 评估Agent能力，(3) 集成方案设计，(4) 成本效益分析。
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- ▌ Deliver Prd · luokai0<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->
- ▌ Develop Adr · luokai0<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->
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