Scientific Agent Skills: 177 validated research skills that turn any agent into an AI scientistScientific Agent Skills:177 个已验证科研技能,把任何智能体变成 AI 科学家
Research-oriented skill libraries finally have a serious option: K-Dense's open-source Scientific Agent Skills packs 177 validated skills (about 49,000 stars, MIT licence) covering 100+ scientific and financial databases, 70+ Python scientific packages, nine lab platform integrations, and a full research workflow from literature review to evidence-traceable writing and clinical modelling.
科研场景的技能库终于有了像样的选择:K-Dense 开源的 Scientific Agent Skills 收录 177 个经过验证的技能(约 4.9 万星、MIT 许可),覆盖 100+ 科研与金融数据库、70+ Python 科学计算包、9 个实验室平台集成,以及文献综述、循证写作、临床建模等一整套研究流程。

What is inside包里有什么
The 177 skills fall into a few groups. Databases: 100+ scientific and financial sources (PubChem, ChEMBL, UniProt, COSMIC, ClinicalTrials.gov, FRED, USPTO and more) with endpoint selection, pagination and provenance notes. Python packages: 70+ scientific libraries (RDKit, Scanpy, PyTorch Lightning, scikit-learn, pydicom, Qiskit, OpenMM and more). Platform integrations: nine lab platforms including Benchling, DNAnexus, OMERO, LabArchives and Opentrons.
There are also 30+ analysis and communication tools: literature review, evidence-traceable scientific writing, confidential peer review, document processing, macro-free PPTX posters and slides, and Mermaid diagrams, plus 10+ research and clinical tools covering hypothesis generation, grant writing, PK/PD modelling and ISO standards evidence preparation.
Every skill is a SKILL.md stating its purpose, workflow and version requirements; skills with bundled scripts ship with a matching test suite.
177 个技能分几大类。数据库类:100+ 科研与金融数据库(PubChem、ChEMBL、UniProt、COSMIC、ClinicalTrials.gov、FRED、USPTO 等),含端点选择、分页与溯源说明;Python 包类:70+ 科学计算包(RDKit、Scanpy、PyTorch Lightning、scikit-learn、pydicom、Qiskit、OpenMM 等);平台集成类:9 个实验室平台(Benchling、DNAnexus、OMERO、LabArchives、Opentrons 等)。
另有 30+ 分析与写作工具:文献综述、可溯源的科学写作、保密同行评审、文档处理、无宏 PPTX 海报与幻灯片、Mermaid 图表等;以及 10+ 研究与临床工具,覆盖假设生成、基金写作、PK/PD 建模与 ISO 标准证据准备。
每个技能都是一份 SKILL.md,写明用途、工作流与版本要求;带脚本的技能还配了对应测试套件。
How to install怎么安装
One command: npx skills add K-Dense-AI/scientific-agent-skills. It supports mainstream hosts including Claude Code, Claude Cowork, Codex, Gemini CLI, Google Antigravity and Cursor.
If you use the GitHub CLI, gh skill install (v2.90.0+) supports interactive browsing, installing a single skill or targeting a specific host, and --pin lets you lock to a release or commit for reproducible installs.
Note that since 2.72.0 the four document skills docx / pdf / pptx / xlsx are no longer bundled (install them separately from Anthropic's repository), so the collection is now 177 skills.
一条命令即可:npx skills add K-Dense-AI/scientific-agent-skills,支持 Claude Code、Claude Cowork、Codex、Gemini CLI、Google Antigravity、Cursor 等主流宿主。
常用 GitHub CLI 的话可以用 gh skill install(v2.90.0+):交互式浏览、指定单个技能、指定宿主都能做,还可以 --pin 固定到某个 release 或 commit,保证可复现。
注意 2.72.0 起不再内置 docx / pdf / pptx / xlsx 四个文档技能(改为从 Anthropic 官方仓库单独安装),所以本包现在是 177 个技能。
Who it is for适合谁用
Researchers and engineers who query databases, run analyses and write papers — and anyone who wants an agent to talk less and follow the rules in a specialist domain.
The project stresses that these skills are "optimised, pre-documented paths" and do not restrict your agent from using other libraries — the documented paths are simply steadier and safer.
需要查数据库、跑分析、写论文的科研与工程人员;以及任何想让智能体在专业领域「少说废话、按规范办事」的人。
官方强调这些技能是「优化过的、预先写好文档的路径」,并不限制智能体使用其他库——只是这些路径更稳、更安全。
Download instructions下载说明
The download button provides the official v2.72.0 skill collection package, containing all 177 skills under skills/, plus README, LICENSE, plugin.json and project configuration. Unzip it and install by any of the README methods.
下载按钮提供官方 v2.72.0 技能合集包,内含 skills/ 目录全部 177 个技能、README、LICENSE、plugin.json 与项目配置,解压后按 README 的任一方式安装即可。
Use reminder使用提醒
This article is compiled from public sources and ships with the matching resource. Product features and pricing are subject to the official page. Resources are for learning and exchange only — please respect the original license.
本文整理自公开资料并附上配套资源;涉及产品的功能与价格以官方页面为准。资源仅供学习交流,请遵循来源许可。
⬇ Download · 点击下载:Scientific Agent Skills v2.72.0 技能合集(7.41MB)
取自 GitHub 开源仓库 K-Dense-AI/scientific-agent-skills 的 v2.72.0 版本(MIT 许可),含 177 个科研技能、README、LICENSE 与 plugin.json。
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