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SimpleMem

by aiming-lab3.8kPythonUpdated 2026-07-24

SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal

Claude DesktopCursorLM StudioCherry Studio

SimpleMem is an MCP server that provides efficient long-term memory capabilities for LLM-based AI agents through semantic compression and intelligent retrieval. It processes dialogues and interactions into compact, searchable memory units using a three-stage pipeline: semantic structured compression, online synthesis, and intent-aware retrieval planning. The system reduces token consumption by approximately 30x while improving recall accuracy by 26.4% over existing memory solutions. SimpleMem is available as a cloud-hosted service via MCP protocol or can be self-hosted using Docker, with support for Claude Desktop, Cursor, and other MCP-compatible clients.

Key Features

Semantic structured compression that distills interactions into atomic memory units with resolved coreferences and timestamps
Online semantic synthesis that merges related context within sessions to eliminate redundancy during memory construction
Intent-aware retrieval planning that infers search intent to assemble precise, compact context for queries
Hybrid retrieval combining semantic search, keyword matching (BM25), and metadata filtering
Multi-tenant isolation with per-user data tables and token-based authentication for the cloud service
Cloud-hosted MCP service at mcp.simplemem.cloud with production-optimized response times
Self-hosting support via Docker with persistent LanceDB storage and configurable API endpoints
Compatibility with any OpenAI-compatible API provider including OpenAI, Qwen, Azure OpenAI, and Atlas Cloud

Use Cases

  • 01Enabling AI assistants in Claude Desktop or Cursor to recall past conversations and user preferences across sessions
  • 02Building customer service agents that remember interaction history and contextual details without token overflow
  • 03Creating coding assistants that maintain project context and technical decisions over extended development sessions
  • 04Implementing personal AI assistants that track appointments, commitments, and biographical details efficiently
  • 05Developing research assistants that accumulate and retrieve domain knowledge across multiple conversations
  • 06Supporting multi-session workflows where agents need to reference information from previous interactions

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SimpleMem — FAQ

What is SimpleMem MCP server?+

SimpleMem is an MCP server that provides long-term memory capabilities for AI agents through semantic compression and intelligent retrieval. It stores interactions as compact memory units and retrieves relevant context based on meaning rather than keywords, reducing token usage by approximately 30x while improving accuracy.

How do I install SimpleMem in Claude Desktop?+

Add the SimpleMem server configuration to your Claude Desktop MCP settings JSON file with the cloud service URL (https://mcp.simplemem.cloud/mcp) and your authorization token in the headers. Alternatively, you can self-host using Docker and point to your local instance at http://localhost:8000/mcp/sse.

Which AI clients work with SimpleMem?+

SimpleMem works with any MCP-compatible client including Claude Desktop, Cursor, LM Studio, and Cherry Studio. The cloud service supports the MCP 2025-03-26 protocol with JSON-RPC 2.0 over streamable HTTP.

Do I need an API key to use SimpleMem?+

Yes, you need an OpenAI-compatible API key configured for memory construction and retrieval operations. SimpleMem supports OpenAI, Qwen, Azure OpenAI, Atlas Cloud, and other compatible providers. For the cloud service, you also need a SimpleMem authentication token.

Is SimpleMem free to use?+

SimpleMem is open-source under the MIT License, so the software itself is free. However, you'll incur costs from your chosen LLM and embedding model API provider. The cloud-hosted MCP service at mcp.simplemem.cloud requires registration; pricing details are available on their website.

Can I self-host the SimpleMem MCP server?+

Yes, SimpleMem can be self-hosted using Docker with the included docker-compose.yml configuration. Data is persisted in a host volume, and you can configure your own LLM provider, embedding models, and authentication settings via environment variables.

How do I install SimpleMem?+

Open the source repository on GitHub and follow its README. SimpleMem is a mcp server — MCP Agents Market links you directly to the official repo.

Is SimpleMem free?+

SimpleMem is an open-source project hosted on GitHub. Check the repository for its license and any usage requirements.

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