zjunlp/LightMem
[ICLR 2026] LightMem: Lightweight and Efficient Memory-Augmented Generation 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
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
- readme: https://github.com/zjunlp/LightMem · fetched 2026-09-01 · 1034758cef32
- registry_pypi: https://pypi.org/pypi/lightmem/json · fetched 2026-08-29 · 9c83c1220021
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| zjunlp/LightMem | main | 64 |
For agents
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem