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Add multimodal lifelong memory to MCP and Python agents with SimpleMem

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

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Part of agentskillexchange/skills — 249 skills

Install

skills CLI

npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/add-multimodal-lifelong-memory-to-mcp-and-python-agents-with-simplemem

Claude Code

claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install agentskillexchange-skills@llmmart

Git git clone https://github.com/agentskillexchange/skills.git

The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole agentskillexchange/skills collection as a plugin from our marketplace. Git is the plain clone.

Skill manifest

Add multimodal lifelong memory to MCP and Python agents with SimpleMem

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

Prerequisites

SimpleMem Python package or MCP server, MCP-capable client or Python agent runtime, source memory data, and configured model/embedding dependencies for the selected backend

Installation

Use the upstream install or setup path that matches your environment:

git clone https://github.com/aiming-lab/SimpleMem.git
pip install -r requirements.txt
pip install -e . # default: text + multimodal + evolver
pip install -e ".[server]" # + MCP / HTTP server (mcp, fastapi, ...)

Requirements and caveats from upstream:

Works with any AI platform that supports MCP (text memory) or Python integration (full multimodal)
python

Basic usage or getting-started notes:

🚀 Quick Start • 🌟 Overview • 📦 Installation • 🔌 MCP Server • 📊 Reproduce • 📝 Citation
[01/20/2026] 📦 SimpleMem is now available on PyPI! Install via pip install simplemem. View Package Usage Guide →
Source: https://github.com/aiming-lab/SimpleMem
Extracted from upstream docs: https://raw.githubusercontent.com/aiming-lab/SimpleMem/HEAD/README.md

Documentation

https://github.com/aiming-lab/SimpleMem

Source

Agent Skill Exchange

Files (skills)

SKILL.md 2.4 KB

---
name: "Add multimodal lifelong memory to MCP and Python agents with SimpleMem"
slug: "add-multimodal-lifelong-memory-to-mcp-and-python-agents-with-simplemem"
description: "Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations."
github_stars: 3522
verification: "security_reviewed"
source: "https://github.com/aiming-lab/SimpleMem"
author: "Aiming Lab"
publisher_type: "organization"
category: "Integrations & Connectors"
framework: "MCP"
tool_ecosystem:
  github_repo: "aiming-lab/SimpleMem"
  github_stars: 3522
---

# Add multimodal lifelong memory to MCP and Python agents with SimpleMem

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

## Prerequisites

SimpleMem Python package or MCP server, MCP-capable client or Python agent runtime, source memory data, and configured model/embedding dependencies for the selected backend

## Installation

Use the upstream install or setup path that matches your environment:
- git clone https://github.com/aiming-lab/SimpleMem.git
- pip install -r requirements.txt
- pip install -e . # default: text + multimodal + evolver
- pip install -e ".[server]" # + MCP / HTTP server (mcp, fastapi, ...)

Requirements and caveats from upstream:
- <p><b>Works with any AI platform that supports MCP (text memory) or Python integration (full multimodal)</b></p>
- <a href="https://pypi.org/project/simplemem/"><img src="https://img.shields.io/pypi/pyversions/simplemem?style=flat&label=python&labelColor=555&color=3775A9&logo=python&logoColor=white" alt="Python"></a>
- python

Basic usage or getting-started notes:
- [🚀 Quick Start](#-quick-start) • [🌟 Overview](#-overview) • [📦 Installation](#-installation) • [🔌 MCP Server](#-mcp-server-text-memory) • [📊 Reproduce](#-reproduce-paper-results) • [📝 Citation](#-citation)
- **[01/20/2026]** 📦 **SimpleMem is now available on PyPI!** Install via pip install simplemem. [View Package Usage Guide →](docs/PACKAGE_USAGE.md)

- Source: https://github.com/aiming-lab/SimpleMem
- Extracted from upstream docs: https://raw.githubusercontent.com/aiming-lab/SimpleMem/HEAD/README.md

## Documentation

- https://github.com/aiming-lab/SimpleMem

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/add-multimodal-lifelong-memory-to-mcp-and-python-agents-with-simplemem/)