数据与复现科研绘图与可视化K-Dense-AI/claude-scientific-skills数据与复现
DE

Denario

维护者 K-Dense Inc. · 最近更新 2026年4月1日

Denario是一个multiagent AI system designed to automate scientific 科研工作流 ,面向 initial 数据分析 through publication-ready manuscripts。 Built on AG2 、 LangGraph 框架s,it orchestrates multiple speciali。

Claude Code分析处理写作整理denariomulti-omicspackagemulti-omics & ai agent frameworks

原始来源

K-Dense-AI/claude-scientific-skills

https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/denario

维护者
K-Dense Inc.
许可
GPL-3.0 license
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • Denario是一个multiagent AI system designed to automate scientific 科研工作流 ,面向 initial 数据分析 through publication-ready manuscripts. Built on AG2 、 LangGraph 框架s,it orchestrates multiple specialized agents to handle hypothesis generation,methodology development,computational analysis,、 paper writing。
  • den = Denario(project_dir="./research_project")。

原始文档

SKILL.md 摘录

When to Use This Skill

Use this skill when:

  • Analyzing datasets to generate novel research hypotheses
  • Developing structured research methodologies
  • Executing computational experiments and generating visualizations
  • Conducting literature searches for research context
  • Writing journal-formatted LaTeX papers from research results
  • Automating the complete research pipeline from data to publication

Installation

Install denario using uv (recommended):

Or using pip:

For Docker deployment or building from source, see references/installation.md.

LLM API Configuration

Denario requires API keys from supported LLM providers. Supported providers include:

  • Google Vertex AI
  • OpenAI
  • Other LLM services compatible with AG2/LangGraph

Store API keys securely using environment variables or .env files. For detailed configuration instructions including Vertex AI setup, see references/llm_configuration.md.

适用场景

  • Use Denario to prepare 论文级图表。
  • Apply Denario when results need clear visual communication。

不适用场景

  • Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。

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