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Paper2Agent
Paper2Agent is an automated system that converts research papers and associated code into interactive agents capable of reproducing study results.
Paper2Agent is a tool designed to turn static research papers and their underlying code into functional, interactive agents. Users converse with these agents to understand study details, ask questions about methodology, and execute workflows to reproduce scientific results. The system supports specific scientific use cases, such as analyzing gene expression data or generating reports with figures based on the research content. It provides pre-generated examples like AlphaGenome and Virtual Biotech to demonstrate its capabilities. The platform aims to bridge the gap between academic publications and practical application through actionable, agent-driven workflows. Users access these capabilities via the provided GitHub repository.
Paper2Agent at a glance
- Best for: Researcher, Software engineer
- Runs on: Web
- Pricing: Free
- Released: September 2025
- Category: AI research tool
- Website: paper2agent.ai
Key features
- Conversion of papers and code into interactive agents
- Reproduction of study results
- Generation of reports with figures
- Execution of research-based workflows
- Interaction with agentified scientific knowledge
Use it for
- Reproducing case studies from research papers
- Analyzing gene expression data
- Explaining complex research paper content
- Identifying causal protein-coding genes
Companions
Tools that articles about Paper2Agent recommend using with it, each with its job.
- Gemini Notebook — NotebookLM works over the shortlisted papers.
- Zotero
- Perplexity — Real-time, cited answers before the literature review.
- Claude — Drafts and synthesis from the papers you found.
Alternatives to Paper2Agent
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- AI Scientist v3 — Automates end-to-end scientific research from task descriptions to complete papers.
- Paperchecker — Runs locally to prevent data theft and protect privacy.
- Elicit — It searches 138 million papers and automates systematic literature reviews.
- OpenResearch — Run parallel research workflows locally or on remote compute.
- Agent Bayes — Builds defensible research mindmaps with page-level citations.
- Paperpal — Provides comprehensive research and writing assistance trained on scholarly work.
- AutoResearch — It provides a stateful, reproducible workflow for automated AI research.
- Flash Papers — Generates interactive sites with charts and diagrams from paper links.
- DiscoveryRSI — Achieves high actionable-reference rates and supports multi-agent evolutionary research search.
- PaperLeet — Practice implementing 89 Python exercises derived directly from AI research papers.
- II-Agent — It provides a fully open-source, transparent, and auditable agent foundation.
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