LLM-Agents-Papers

Overview

LLM-Agents-Papers is a GitHub repository that curates a collection of academic papers focused on LLM-based agents. It serves as a centralized bibliography for researchers and developers tracking progress in autonomous agent architectures.

Best for

Best for
Researchers and developers who need a comprehensive, curated reading list on LLM-based agents

Use cases

• Surveying recent literature on LLM agent frameworks and methodologies
• Finding reference papers for implementing custom agent systems
• Staying updated with the latest research trends in autonomous agents

Notes

LLM-Agents-Papers is a GitHub repository that curates a collection of academic papers focused on LLM-based agents. It serves as a centralized bibliography for researchers and developers tracking progress in autonomous agent architectures.

2,328 stars on GitHub. Last updated 2025-07-12.

Use cases

• Surveying recent literature on LLM agent frameworks and methodologies
• Finding reference papers for implementing custom agent systems
• Staying updated with the latest research trends in autonomous agents

Pros

• Well-maintained list with 2,300+ stars indicating community trust
• Covers a broad range of topics from reasoning to tool use
• Regularly updated with new publications

Cons

• Contains only paper references, no code or implementation details
• Organization relies on README structure which can become unwieldy at scale
• No search or filtering beyond manual browsing

Indexed from awesome-llm-powered-agent and enriched against its public facts.