superlocalmemory

概述

SuperLocalMemory是一款专注于隐私保护的AI记忆系统，完全在您的设备上运行，不将任何数据发送到外部API或云服务。它实现了来自微分几何、代数拓扑和随机分析的先进数学技术，提供无需外部LLM调用的记忆检索功能。系统提供多种模式：模式A（仅本地，零LLM）、模式B（可选云服务）和模式C（本地LLM）。它既作为MCP服务器又作为CLI工具提供双重接口，拥有全面的文档和IDE集成。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• forget

  Programmatic memory archival via lifecycle rules

  试试:Archive memories older than 30 days试试:Forget all memories about project X
• quantize

  Trigger smart compression on demand

  试试:Compress low-priority memories试试:Run memory quantization
• consolidate_cognitive

  Extract and store patterns from memory clusters

  试试:Extract patterns from customer feedback memories试试:Consolidate technical documentation insights
• get_soft_prompts

  Retrieve auto-learned patterns for context injection

  试试:Show me the learned patterns试试:What soft prompts are available?
• reap_processes

  Clean orphaned SLM processes

  试试:Clean up zombie processes试试:Reap abandoned memory processes
• get_retention_stats

  Memory lifecycle analytics

  试试:Show memory retention statistics试试:How strong are my memories?
• remember

  Store new information in memory

  试试:Remember that Alice works at Google试试:Store this important fact: meeting at 2pm tomorrow
• recall

  Retrieve information from memory

  试试:What does Alice do?试试:Find information about the database schema
• status

  Check memory system status

  试试:Show memory system status试试:How is my memory performing?
• warmup

  Pre-download embedding models

  试试:Pre-download embedding models试试:Warm up the memory system
• migrate

  Migrate memory data between versions

  试试:Migrate memories from V2 to V3试试:Upgrade memory data
• doctor

  Verify memory system is working correctly

  试试:Check system health试试:Run diagnostic tests

可对比工具

安装

npm install -g superlocalmemory
slm setup     # 选择模式（A/B/C）
slm doctor    # 验证一切正常工作
slm warmup    # 预下载嵌入模型（约500MB，可选）

pip install superlocalmemory

{
  "mcpServers": {
    "superlocalmemory": {
      "command": "slm",
      "args": ["mcp"]
    }
  }
}

FAQ

SuperLocalMemory在没有云LLM的情况下如何工作？

它使用来自微分几何、代数拓扑和随机分析的先进数学技术，替代通常由LLM完成的相似性评分、矛盾检测和生命周期管理工作。

哪些AI客户端支持SuperLocalMemory？

它支持任何兼容MCP的客户端，包括Claude Code、Cursor、Windsurf、VS Code Copilot、Continue、Cody、ChatGPT Desktop、Gemini CLI、JetBrains、Zed和Antigravity。

superlocalmemory 对比