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Update README to include GeoMaster skill
- Update skill count from 148 to 149 - Add GeoMaster to Data Analysis & Visualization section - Add geospatial science domain to the main domains list - Update skill count across all relevant sections Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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README.md
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README.md
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# Claude Scientific Skills
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# Claude Scientific Skills
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[](LICENSE.md)
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[](LICENSE.md)
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[](#whats-included)
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[](#whats-included)
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[](#whats-included)
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[](#whats-included)
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[](https://agentskills.io/)
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[](https://agentskills.io/)
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[](#getting-started)
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[](#getting-started)
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A comprehensive collection of **148+ ready-to-use scientific and research skills** (now including financial/SEC research, U.S. Treasury fiscal data, OFR Hedge Fund Monitor, and Alpha Vantage market data) for any AI agent that supports the open [Agent Skills](https://agentskills.io/) standard, created by [K-Dense](https://k-dense.ai). Works with **Cursor, Claude Code, Codex, and more**. Transform your AI agent into a research assistant capable of executing complex multi-step scientific workflows across biology, chemistry, medicine, and beyond.
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A comprehensive collection of **149+ ready-to-use scientific and research skills** (now including financial/SEC research, U.S. Treasury fiscal data, OFR Hedge Fund Monitor, and Alpha Vantage market data) for any AI agent that supports the open [Agent Skills](https://agentskills.io/) standard, created by [K-Dense](https://k-dense.ai). Works with **Cursor, Claude Code, Codex, and more**. Transform your AI agent into a research assistant capable of executing complex multi-step scientific workflows across biology, chemistry, medicine, and beyond.
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<p align="center">
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<p align="center">
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<a href="https://k-dense.ai">
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<a href="https://k-dense.ai">
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- 🌌 Physics & Astronomy - Astronomical data analysis, coordinate transformations, cosmological calculations, symbolic mathematics, physics computations
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- 🌌 Physics & Astronomy - Astronomical data analysis, coordinate transformations, cosmological calculations, symbolic mathematics, physics computations
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- ⚙️ Engineering & Simulation - Discrete-event simulation, multi-objective optimization, metabolic engineering, systems modeling, process optimization
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- ⚙️ Engineering & Simulation - Discrete-event simulation, multi-objective optimization, metabolic engineering, systems modeling, process optimization
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- 📊 Data Analysis & Visualization - Statistical analysis, network analysis, time series, publication-quality figures, large-scale data processing, EDA
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- 📊 Data Analysis & Visualization - Statistical analysis, network analysis, time series, publication-quality figures, large-scale data processing, EDA
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- 🌍 Geospatial Science & Remote Sensing - Satellite imagery processing, GIS analysis, spatial statistics, terrain analysis, machine learning for Earth observation
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- 🧪 Laboratory Automation - Liquid handling protocols, lab equipment control, workflow automation, LIMS integration
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- 🧪 Laboratory Automation - Liquid handling protocols, lab equipment control, workflow automation, LIMS integration
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- 📚 Scientific Communication - Literature review, peer review, scientific writing, document processing, posters, slides, schematics, citation management
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- 📚 Scientific Communication - Literature review, peer review, scientific writing, document processing, posters, slides, schematics, citation management
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- 🔬 Multi-omics & Systems Biology - Multi-modal data integration, pathway analysis, network biology, systems-level insights
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- 🔬 Multi-omics & Systems Biology - Multi-modal data integration, pathway analysis, network biology, systems-level insights
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## 📦 What's Included
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## 📦 What's Included
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This repository provides **148 scientific and research skills** organized into the following categories:
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This repository provides **149 scientific and research skills** organized into the following categories:
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- **250+ Scientific & Financial Databases** - Collectively, these skills provide access to over 250 databases and data sources. Dedicated skills cover PubMed, ChEMBL, UniProt, COSMIC, ClinicalTrials.gov, SEC EDGAR, Alpha Vantage, and more; multi-database packages like BioServices (~40 bioinformatics services + 30+ PSICQUIC interaction databases), BioPython (38 NCBI sub-databases via Entrez), and gget (20+ genomics databases) account for the rest
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- **250+ Scientific & Financial Databases** - Collectively, these skills provide access to over 250 databases and data sources. Dedicated skills cover PubMed, ChEMBL, UniProt, COSMIC, ClinicalTrials.gov, SEC EDGAR, Alpha Vantage, and more; multi-database packages like BioServices (~40 bioinformatics services + 30+ PSICQUIC interaction databases), BioPython (38 NCBI sub-databases via Entrez), and gget (20+ genomics databases) account for the rest
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- **55+ Optimized Python Package Skills** - Explicitly defined skills for RDKit, Scanpy, PyTorch Lightning, scikit-learn, BioPython, pyzotero, BioServices, PennyLane, Qiskit, and others — with curated documentation, examples, and best practices. Note: the agent can write code using *any* Python package, not just these; these skills simply provide stronger, more reliable performance for the packages listed
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- **55+ Optimized Python Package Skills** - Explicitly defined skills for RDKit, Scanpy, PyTorch Lightning, scikit-learn, BioPython, pyzotero, BioServices, PennyLane, Qiskit, and others — with curated documentation, examples, and best practices. Note: the agent can write code using *any* Python package, not just these; these skills simply provide stronger, more reliable performance for the packages listed
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- **Multi-Step Workflows** - Execute complex pipelines with a single prompt
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- **Multi-Step Workflows** - Execute complex pipelines with a single prompt
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### 🎯 **Comprehensive Coverage**
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### 🎯 **Comprehensive Coverage**
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- **148 Skills** - Extensive coverage across all major scientific domains
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- **149 Skills** - Extensive coverage across all major scientific domains
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- **250+ Databases** - Collective access to 250+ databases and data sources spanning genomics, chemistry, clinical, financial, and more — through dedicated database skills and multi-database packages like BioServices, BioPython, and gget
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- **250+ Databases** - Collective access to 250+ databases and data sources spanning genomics, chemistry, clinical, financial, and more — through dedicated database skills and multi-database packages like BioServices, BioPython, and gget
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- **55+ Optimized Python Package Skills** - RDKit, Scanpy, PyTorch Lightning, scikit-learn, BioServices, PennyLane, Qiskit, and others (the agent can use any Python package; these are the pre-documented, higher-performing paths)
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- **55+ Optimized Python Package Skills** - RDKit, Scanpy, PyTorch Lightning, scikit-learn, BioServices, PennyLane, Qiskit, and others (the agent can use any Python package; these are the pre-documented, higher-performing paths)
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| Feature | This Repo | K-Dense Web |
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| Feature | This Repo | K-Dense Web |
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|---------|-----------|-------------|
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|---------|-----------|-------------|
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| Scientific Skills | 148 skills | **200+ skills** (exclusive access) |
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| Scientific Skills | 149 skills | **200+ skills** (exclusive access) |
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| Setup | Manual installation | **Zero setup, works instantly** |
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| Setup | Manual installation | **Zero setup, works instantly** |
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| Compute | Your machine | **Cloud GPUs and HPC included** |
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| Compute | Your machine | **Cloud GPUs and HPC included** |
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| Workflows | Prompt and code | **End-to-end research pipelines** |
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| Workflows | Prompt and code | **End-to-end research pipelines** |
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## 📚 Available Skills
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## 📚 Available Skills
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This repository contains **148 scientific and research skills** organized across multiple domains. Each skill provides comprehensive documentation, code examples, and best practices for working with scientific libraries, databases, and tools.
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This repository contains **149 scientific and research skills** organized across multiple domains. Each skill provides comprehensive documentation, code examples, and best practices for working with scientific libraries, databases, and tools.
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### Skill Categories
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### Skill Categories
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- Discrete-event simulation: SimPy
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- Discrete-event simulation: SimPy
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- Data processing: Dask, Polars, Vaex
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- Data processing: Dask, Polars, Vaex
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#### 📊 **Data Analysis & Visualization** (14+ skills)
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#### 📊 **Data Analysis & Visualization** (15+ skills)
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- Visualization: Matplotlib, Seaborn, Plotly, Scientific Visualization
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- Visualization: Matplotlib, Seaborn, Plotly, Scientific Visualization
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- Geospatial analysis: GeoPandas
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- Geospatial analysis: GeoPandas, GeoMaster (comprehensive geospatial science covering remote sensing, GIS, spatial analysis, satellite imagery processing, and machine learning for Earth observation)
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- Network analysis: NetworkX
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- Network analysis: NetworkX
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- Symbolic math: SymPy
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- Symbolic math: SymPy
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- Document processing: Document Skills (PDF, DOCX, PPTX, XLSX)
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- Document processing: Document Skills (PDF, DOCX, PPTX, XLSX)
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