by TeleAI-UAGI
Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and reasoning.
# Add to your Claude Code skills
git clone https://github.com/TeleAI-UAGI/Awesome-Agent-MemoryGuides for using ai agents skills like Awesome-Agent-Memory.
Last scanned: 5/21/2026
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🤝 Contributions welcome! Feel free to open an issue or submit a pull request to add papers, fix links, or improve categorization.
Ordered by the number of Github stars.
Claude-Mem (A Plug-in for Claude-Code)
[code]
[docs]
Session capture and compression that re-injects past activity into future sessions across coding agents.
Mem0
[code]
[paper]
[blog]
Universal memory layer for AI agents.
TeleMem: A High-Performance Drop-in Replacement for Mem0
[code]
[paper]
import telemem as mem0
🆕 Newly released. Rising star. Stay tuned! 😜
Zep (powered by Graphiti)
[code]
[paper]
[blog]
Real-time temporal knowledge graphs for AI agents.
Letta (formerly MemGPT)
[code]
[paper]
[research]
[blog]
Stateful-agent platform with hierarchical memory that learns and self-improves over time.
gbrain
[code]
Garry's opinionated OpenClaw/Hermes agent brain.
agentmemory
[code]
Persistent memory for AI coding agents.
Cognee
[code]
[paper]
[blog]
Memory engine that ingests data into a hybrid graph + vector knowledge graph for cross-session agent recall.
Second Me
[code]
[paper]
Personal AI trained on the user to represent them across applications.
Hindsight
[code]
[paper]
Agent memory layer that learns from interaction feedback to improve recall over time.
MemOS (by MemTensor)
[code]
[paper]
[blog]
Memory OS for LLM agents with hybrid retrieval and cross-task skill reuse.
EverOS (part of EverMind)
[code]
[blog]
Toolkit for building, evaluating, and integrating long-term memory in self-evolving agents.
memory-lancedb-pro
[code]
[blog]
[video]
Enhanced LanceDB memory plugin for OpenClaw
Honcho
[code]
[research]
[blog]
[evals]
Memory library for stateful agents with a focus on user modeling.
M-Flow ![Star](https://img.shields.io/github/stars/FlowEleme