Ross ROSS = Recommend OSS · open-source software intelligence for agents

zjunlp/LLMAgentPapers resource

Must-read Papers on LLM Agents. observed · 2026-08-28

github.com/zjunlp/LLMAgentPapers observed · 2026-08-28

Health v2 · maintenance only

72/100

  • Activity 94
  • Release rhythm 35
  • Longevity 85

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 1202
  • days_rel: n/a
  • days_push: 38
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

3108 stars · 184 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of must-read research papers on Large Language Model (LLM) agents, maintained by the zjunlp research group. It organizes papers into categories such as agent personality, memory, planning, tool use, RL training, multi-agent systems, applications, and frameworks, plus benchmarks and tool resources.

Use cases

  • find must-read papers on LLM agents
  • survey research on multi-agent systems with large language models
  • learn about agent planning, memory, and tool use literature
  • find benchmarks for evaluating LLM agents
  • catch up on recent LLM agent surveys and reviews
  • find papers on instruction following and in-context learning for agents

When to choose

  • you are starting research on LLM-based agents and need a structured reading list
  • you want a categorized, community-curated collection of agent papers and benchmarks
  • you need references for a survey or literature review on LLM agents

When to avoid

  • you need runnable agent software or frameworks rather than papers
  • you want exhaustive, automatically updated coverage rather than a curated selection
  • you need non-agent LLM topics like fine-tuning or inference optimization

Facets

learning-resource · maturity active

documentation artificial-intelligence large-language-models awesome-lists cross-platform awesome-list paper-list llm-agents survey multi-agent-systems research-papers ai-agents natural-language-processing

1 source

Member repositories

RepositoryRoleHealth v2
zjunlp/LLMAgentPapersmain72

For agents

markdown · JSON · MCP: product_card(name="zjunlp/LLMAgentPapers")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem