mengram

概述

Mengram 为 AI 代理提供全面的记忆解决方案，包含三种记忆类型：语义记忆（事实、偏好）、情节记忆（事件、决策）和程序记忆（不断演化的工作流）。它提供免费 API 访问以及 Python 和 JavaScript SDK，并与流行的框架如 LangChain、CrewAI 和 MCP 集成。系统具有独特的功能，如从失败中自动进化程序、生成认知档案以及支持 23 种语言的本地化多语言功能。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• search

  Search across all memory types for relevant facts

  试试:Search for information about my tech stack试试:Find memories related to deployment issues
• search_all

  Search across all 3 memory types (semantic, episodic, procedural)

  试试:Search all memories for database problems试试:Find events related to deployment
• episodes

  Retrieve episodic memories (events, decisions, outcomes)

  试试:Show me episodes related to deployments试试:Find past decisions about database choices
• procedures

  Retrieve procedural memories (workflows that evolve from failures)

  试试:Find procedures related to deployment试试:Show me workflows that evolve from failures
• add

  Add conversation data to automatically extract facts, events, and workflows

  试试:Add our conversation about the new feature to memory试试:Save this discussion about bug fixes
• ask

  Get a synthesized answer with citations from all memories

  试试:What programming languages do I use?试试:How have my deployment procedures changed?
• procedure_feedback

  Report procedure failures to automatically evolve workflows

  试试:Report that the deployment procedure failed at step 3试试:Notify about a failed workflow step
• get_profile

  Generate a system prompt from all memories

  试试:Get my cognitive profile试试:Generate my user profile from memories
• add_file

  Upload files to automatically extract memories

  试试:Upload meeting notes PDF试试:Process this document for memories
• job_status

  Check the status of an async file processing job

  试试:Check if my PDF processing is complete试试:Get status of file upload job
• create_webhook

  Create webhooks to be notified when memories change

  试试:Create a webhook for memory updates试试:Set up notifications for new memories

说明：Tool names were extracted from the README documentation of the MCP server. The README mentions '29 tools for memory management' but only explicitly documents 10 core tools in the examples. These appear to be the most useful and well-documen

可对比工具

安装

npm install mengram-ai
# 或
pip install mengram-ai

{
  "mcpServers": {
    "mengram": {
      "command": "mengram",
      "args": ["server", "--cloud"],
      "env": { "MENGRAM_API_KEY": "om-..." }
    }
  }
}

FAQ

Mengram 与其他记忆系统有何不同？

Mengram 独特之处在于结合了三种记忆类型，并能从失败中自动进化程序，同时支持原生多语言功能和认知档案生成。

如何设置 MCP 集成？

安装软件包并配置您的 MCP 客户端以使用您的 API 密钥运行 'mengram server --cloud'。这通过 MCP 提供 29 个记忆管理工具。

Hacker News 讨论

开发者社区最近的相关讨论。

• Show HN: Mengram – AI agent memory with facts, events, and evolving workflows▲ 2💬 1
  帖子 by mengram-ai · 2026-02-25

mengram 对比