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Denario

Maintainer K-Dense Inc. · Last updated April 1, 2026

Denario is a multiagent AI system designed to automate scientific research workflows from initial data analysis through publication-ready manuscripts. Built on AG2 and LangGraph frameworks, it orchestrates multiple speciali.

Claude CodeAnalysisWritingdenariomulti-omicspackagemulti-omics & ai agent frameworks

Original source

K-Dense-AI/claude-scientific-skills

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

Maintainer
K-Dense Inc.
License
GPL-3.0 license
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • Denario is a multiagent AI system designed to automate scientific research workflows from initial data analysis through publication-ready manuscripts. Built on AG2 and LangGraph frameworks, it orchestrates multiple specialized agents to handle hypothesis generation, methodology development, computational analysis, and paper writing.
  • den = Denario(project_dir="./research_project").

Source Doc

Excerpt From SKILL.md

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.

Use cases

  • Use Denario to prepare publication-quality figures.
  • Apply Denario when results need clear visual communication.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

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