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ai-scientist-v2 - Operate and configure AI-Scientist-v2

Guides AI-Scientist-v2 setup, model provider integration, Semantic Scholar access, experiment execution, paper writing, review, and Streamlit console configuration.

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Updated: 2026-10-06

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Configure project files
  • Integrate OpenAI-compatible providers
  • Configure environment variables
  • Search Semantic Scholar papers
  • Tune runtime settings
  • Launch experiments
  • Generate research papers
  • Run AI peer reviews
  • Configure Streamlit console

Inputs

  • Project source files
  • Model provider credentials
  • Semantic Scholar API key
  • Ideas JSON path
  • Launch parameters
  • Runtime configuration

Outputs

  • Experiment files
  • Generated papers
  • AI review results
  • Plot aggregations
  • Token usage costs
  • Streamlit console state

Requirements

  • AI-Scientist-v2 repository
  • Python dependencies
  • Model provider access
  • Semantic Scholar API access
  • Environment variable support
  • Streamlit runtime

Source

  • Spec: SKILL.md

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ai-scientist
autonomous-research
llm-integration
streamlit
sakana
Configure project files
Integrate OpenAI-compatible providers
Configure environment variables
Search Semantic Scholar papers
Project source files
Model provider credentials
Semantic Scholar API key
Experiment files
Generated papers
AI review results