shodh-memory

概述

Shodh-Memory是一个为AI代理和机器人设计的先进记忆系统，能够从使用中学习，遗忘不相关信息，并强化重要记忆。它采用受神经科学启发的三层记忆模型（工作记忆、会话记忆和长期记忆），具有赫布学习和激活衰减特性。系统完全离线运行，无需外部依赖，使用嵌入和数学算法而非LLM API调用来存储数据。它提供统一的CLI、TUI仪表板、REST API和大量MCP工具，用于记忆管理、待办事项、项目和提醒功能。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• remember

  Store a new memory with optional type and tags

  试试:Remember that user prefers dark mode试试:Store the decision to use Python for this project
• recall

  Search and retrieve memories based on query

  试试:Recall information about user preferences试试:Find all memories related to project decisions
• add_todo

  Create a new todo item

  试试:Add a todo to review the documentation试试:Create a task to finish the project by Friday
• list_todos

  Retrieve all todo items

  试试:Show all my todos试试:List incomplete tasks
• update_todo

  Modify an existing todo item

  试试:Update the deadline for the review task试试:Mark the documentation task as high priority
• complete_todo

  Mark a todo as completed

  试试:Complete the task to finish the project试试:Mark the review task as done
• add_project

  Create a new project

  试试:Create a new project called Website Redesign试试:Start a project for the mobile app development
• list_projects

  Retrieve all projects

  试试:Show all my projects试试:List active projects
• set_reminder

  Create a new reminder

  试试:Set a reminder for tomorrow at 3pm试试:Remind me to call the client on Friday
• list_reminders

  Retrieve all reminders

  试试:Show all my reminders试试:List upcoming reminders
• memory_stats

  Get statistics about memory usage

  试试:Show memory statistics试试:How much memory is being used
• backup_create

  Create a backup of all data

  试试:Create a backup of my data试试:Backup all memories and todos

可对比工具

安装

# 从GitHub Releases下载
shodh init
shodh server

{
  "mcpServers": {
    "shodh-memory": {
      "command": "npx",
      "args": ["-y", "@shodh/memory-mcp"]
    }
  }
}

pip install shodh-memory

[dependencies]
shodh-memory = "0.1"

FAQ

Shodh-Memory与其他记忆系统（如mem0）有何不同？

Shodh-Memory使用算法智能和本地嵌入以及数学衰减，进行记忆存储时无需任何LLM调用。它可以完全离线工作，而竞争对手则依赖OpenAI API和外部数据库。

我可以将Shodh-Memory用于机器人吗？

是的，它通过Zenoh/ROS2集成原生支持机器人功能，包含GPS坐标、传感器数据和任务上下文等机器人特定字段。机器人可以在没有云连接的情况下记忆和检索空间信息。

Hacker News 讨论

开发者社区最近的相关讨论。

• Show HN: Shodh-Memory – Offline AI Memory for Robots and Drones (Rust/Python)▲ 1💬 1
  帖子 by shodh-varun · 2025-12-03
• Show HN: Shodh – Cognitive memory for AI agents (runs on edge)▲ 1
  帖子 by Varun_shodh · 2025-12-18
• Show HN: Shodh– AI memory that learns from use, no LLM calls, single Rust binary▲ 6💬 1
  帖子 by Varun_shodh · 2026-02-28

shodh-memory 对比