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mcp-server

MemOS: Ultra-Persistent Memory

Get ultra-persistent memory and token savings with MemOS, for founders using LLM and AI agents, backed by 10k+ GitHub stars.
10,146 stars924 forksTypeScriptQuality 9/10Updated 7/9/2026100% free ยท open source
What it does

MemOS provides ultra-persistent memory and token savings for founders using large language models (LLMs) and AI agents, enabling efficient and cost-effective operation of these models.

Install / run
git clone https://github.com/MemTensor/MemOS.git && cd MemOS
When to use it
  • โ€ขWhen building conversational AI applications that require remembering context across multiple interactions
  • โ€ขWhen optimizing LLMs for token usage to reduce costs and improve performance
  • โ€ขWhen integrating AI agents into workflows that require persistent memory and skill reuse across tasks
Quick start
  1. 1Run `npm install` to install dependencies
  2. 2Configure the `memos.config.json` file to set up the memory and retrieval settings
  3. 3Start the MemOS server with `npm run start`
  4. 4Use the `memos_client.ts` example to test the MemOS API and demonstrate ultra-persistent memory and token savings
  5. 5Explore the `examples` directory for more advanced use cases and integrations with LLMs and AI agents
Ready-to-paste prompt
Use the following command to test the MemOS API: `node memos_client.ts -m 'What is the capital of France?'`
Heads up: Make sure to set the `HYBRID_RETRIEVAL` environment variable to enable hybrid-retrieval, which is required for ultra-persistent memory and token savings, by running `export HYBRID_RETRIEVAL=true` before starting the MemOS server
Saves to your device

Topics

agent
agentic-ai
ai
ai-agents
chatgpt
claude
hermes
llm
long-term-memory
mcp
memory
memory-management
multi-agent
openclaw
python
rag
self-evolving
self-hosted
skills
token-savings
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

13
top-level files
13
folders
56.3M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
AGENTS.md
README_ZH.md
README.md
File tree
.claude/
.codex/
.github/
apps/
deploy/
docker/
docs/
evaluation/
examples/
packages/
scripts/
src/
tests/
.gitignore
.pre-commit-config.yaml
AGENTS.md
CLAUDE.md
CONTRIBUTING.md
Dockerfile
LICENSE
Makefile
poetry.lock
pyproject.toml
README_ZH.md
Quick Actions
Details
Creator
MemTensor
Language
TypeScript
Category
mcp-server
Published
7/6/2025

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