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README.md

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> **🔔 Claude Scientific Skills is now Scientific Agent Skills.** Same skills, broader compatibility — now works with any AI agent that supports the open [Agent Skills](https://agentskills.io/) standard, not just Claude.
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> **New: [K-Dense BYOK](https://github.com/K-Dense-AI/k-dense-byok)** — A free, open-source AI co-scientist that runs on your desktop, powered by Scientific Agent Skills. Bring your own API keys, pick from 40+ models, and get a full research workspace with web search, file handling, 100+ scientific databases, and access to all 135 skills in this repo. Your data stays on your computer, and you can optionally scale to cloud compute via [Modal](https://modal.com/) for heavy workloads. [Get started here.](https://github.com/K-Dense-AI/k-dense-byok)
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> **New: [K-Dense BYOK](https://github.com/K-Dense-AI/k-dense-byok)** — A free, open-source AI co-scientist that runs on your desktop, powered by Scientific Agent Skills. Bring your own API keys, pick from 40+ models, and get a full research workspace with web search, file handling, 100+ scientific databases, and access to all 138 skills in this repo. Your data stays on your computer, and you can optionally scale to cloud compute via [Modal](https://modal.com/) for heavy workloads. [Get started here.](https://github.com/K-Dense-AI/k-dense-byok)
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[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE.md)
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[![Skills](https://img.shields.io/badge/Skills-135-brightgreen.svg)](#whats-included)
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[![Skills](https://img.shields.io/badge/Skills-138-brightgreen.svg)](#whats-included)
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[![Databases](https://img.shields.io/badge/Databases-100%2B-orange.svg)](#whats-included)
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[![Agent Skills](https://img.shields.io/badge/Standard-Agent_Skills-blueviolet.svg)](https://agentskills.io/)
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[![Works with](https://img.shields.io/badge/Works_with-Cursor_|_Claude_Code_|_Codex-blue.svg)](#getting-started)
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[![X](https://img.shields.io/badge/Follow_on_X-%40k__dense__ai-000000?logo=x)](https://x.com/k_dense_ai)
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[![LinkedIn](https://img.shields.io/badge/LinkedIn-K--Dense_Inc.-0A66C2?logo=linkedin)](https://www.linkedin.com/company/k-dense-inc)
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[![YouTube](https://img.shields.io/badge/YouTube-K--Dense_Inc.-FF0000?logo=youtube)](https://www.youtube.com/@K-Dense-Inc)
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A comprehensive collection of **135 ready-to-use scientific and research skills** (covering cancer genomics, drug-target binding, molecular dynamics, RNA velocity, geospatial science, time series forecasting, scientific ML resource discovery via Hugging Science, 78+ scientific databases, and more) 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 **138 ready-to-use scientific and research skills** (covering cancer genomics, drug-target binding, molecular dynamics, RNA velocity, geospatial science, time series forecasting, scientific ML resource discovery via Hugging Science, 78+ scientific databases, and more) 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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## 📦 What's Included
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This repository provides **135 scientific and research skills** organized into the following categories:
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This repository provides **138 scientific and research skills** organized into the following categories:
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- **100+ Scientific & Financial Databases** - A unified database-lookup skill provides direct access to 78 public databases (PubChem, ChEMBL, UniProt, COSMIC, ClinicalTrials.gov, FRED, USPTO, and more), plus dedicated skills for DepMap, Imaging Data Commons, PrimeKG, U.S. Treasury Fiscal Data, and Hugging Science (curated catalog of scientific datasets, models, and demos across 17 scientific domains on Hugging Face). Multi-database packages like BioServices (~40 bioinformatics services), BioPython (38 NCBI sub-databases via Entrez), and gget (20+ genomics databases) add further coverage
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- **70+ Optimized Python Package Skills** - Explicitly defined skills for RDKit, Scanpy, PyTorch Lightning, scikit-learn, BioPython, pyzotero, BioServices, PennyLane, Qiskit, OpenMM, MDAnalysis, scVelo, TimesFM, 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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### 🎯 **Comprehensive Coverage**
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- **135 Skills** - Extensive coverage across all major scientific domains
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- **138 Skills** - Extensive coverage across all major scientific domains
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- **100+ Databases** - Unified access to 78+ databases via database-lookup, plus dedicated data access skills and multi-database packages like BioServices, BioPython, and gget
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- **70+ Optimized Python Package Skills** - RDKit, Scanpy, PyTorch Lightning, scikit-learn, BioServices, PennyLane, Qiskit, OpenMM, scVelo, TimesFM, 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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|---------|-----------|-------------|
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| Scientific Skills | 135 skills | **200+ skills** (exclusive access) |
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| Scientific Skills | 138 skills | **200+ skills** (exclusive access) |
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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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| Workflows | Prompt and code | **End-to-end research pipelines** |
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## 📚 Available Skills
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This repository contains **135 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 **138 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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title = {Scientific Agent Skills: A Comprehensive Collection of Scientific Tools for AI Agents},
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year = {2026},
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url = {https://github.com/K-Dense-AI/scientific-agent-skills},
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note = {135 skills covering databases, packages, integrations, and analysis tools}
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note = {138 skills covering databases, packages, integrations, and analysis tools}
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}
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```
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pyproject.toml

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[project]
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name = "scientific-agent-skills"
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version = "2.38.0"
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version = "2.39.0"
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description = "A set of ready to use Agent Skills for research, science, engineering, analysis, finance and writing."
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readme = "README.md"
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requires-python = ">=3.13"

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