SakanaAI/AI-Scientist

Health v2 · maintenance only

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Adoption not part of the score

14449 stars · 2047 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

The AI Scientist is a system that uses large language models to autonomously perform end-to-end scientific research, from idea generation and experiment execution to writing and reviewing papers. It is a research framework from Sakana AI demonstrating fully automated open-ended scientific discovery.

Use cases

• automatically generate and run machine learning research ideas
• have an LLM write full research papers end to end
• automate the scientific discovery pipeline
• run autonomous AI research agents on experiment templates
• generate and review papers with foundation models

When to choose

• you want to explore fully automated AI-driven research pipelines
• you need a reference implementation of LLM agents doing experiments and paper writing
• you are studying autonomous scientific discovery with foundation models

When to avoid

• you need production-grade, reliable ML tooling rather than experimental research demos
• you cannot afford significant LLM API and GPU costs
• you require human-supervised, peer-reviewed research output

Facets

application · maturity active

agent-framework llm-inference machine-learning data-science artificial-intelligence large-language-models data-science python automated-research paper-generation scientific-discovery llm-agents ai-agents research linux gpu

Member repositories

For agents

markdown · JSON · MCP: product_card(name="SakanaAI/AI-Scientist")