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

zjunlp/LightMem

[ICLR 2026] LightMem: Lightweight and Efficient Memory-Augmented Generation observed · 2026-09-01

github.com/zjunlp/LightMem · Python · MIT (permissive) observed · 2026-09-01

Health v2 · maintenance only

64/100

  • Activity 100
  • Release rhythm 35
  • Longevity 32

Flags: no_releases

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: 448
  • days_rel: n/a
  • days_push: 3
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1099 stars · 106 forks observed · 2026-09-01

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

LightMem is a lightweight Python framework for adding long-term memory to LLM applications and AI agents, providing memory storage, retrieval, and update mechanisms. It works with cloud APIs (OpenAI, DeepSeek) and local model servers (Ollama, vLLM).

Use cases

  • add long-term memory to an llm chatbot
  • remember user preferences across conversations
  • build a personalized ai agent with memory
  • store and retrieve conversation history for llms
  • give my agent persistent memory without heavy infrastructure
  • manage memory for llm applications

When to choose

  • you want a lightweight, easy-to-integrate memory layer for LLM apps
  • you need flexible backend support for cloud and local models
  • you want a research-backed memory framework with active development

When to avoid

  • you need a full production memory platform with enterprise features
  • you need multimodal or highly structured memory out of the box
  • you require a non-Python stack

Facets

library · maturity active

rag agent-framework llm-inference chatbot large-language-models chatbots python cross-platform long-term-memory memory-management memory-layer llm-agents personalization research-paper ai-agents retrieval-augmented-generation natural-language-processing

2 sources

Member repositories

RepositoryRoleHealth v2
zjunlp/LightMemmain64

For agents

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

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