Engram MCP
🧠 Engram
面向 AI 代理的可移植、可验证记忆——基于 Walrus。 告诉你的代理一个决策、配置、注意事项或关于队友的事实;它会将其存储在 Walrus 上, 并在跨会话、跨设备、跨模型——以及在团队范围内跨整个团队——时召回它。 它不会再就你已经提供过的上下文反复询问。
为 Walrus Memory 黑客马拉松(SuiHub Lagos,2026 年 8 月)而构建。
两种形态,一个理念
Engram MCP — 将其添加到 Claude Code / Cursor / Codex, 你的代理即可获得
engram_remember/engram_recall/engram_tidy, 支持 个人与团队范围 和 类型化捕获规则。这是可复现的工件: 真实的 Walrus 写入,可验证的 blob ID。Engram Web 应用 — 一个聊天代理,自动捕获持久性事实,显示每条事实的 Walrus blob ID + 检查链接,并有 🔒 个人 ↔ 👥 团队 切换开关和模型切换器。 借助离线模拟,零密钥即可运行。
Related MCP server: memocat-mcp
提示词
PROMPT.md 是驱动它的可复制粘贴系统提示词——即关于记住什么、
何时召回的规则。将其粘贴到任何接入这些工具的代理中。
快速开始
pnpm install
# The MCP (real Walrus memory in your agent):
pnpm login:memwal # one-time browser sign-in
# → add mcp/engram-mcp.mjs to your client (see mcp/README.md), paste PROMPT.md
# The web app demo (no keys needed):
pnpm dev # http://localhost:5173效果证明
通过 engram_remember 实时写入 Walrus 主网 的记忆(聚合器返回 HTTP 200):
配置 →
2iD9wF…U2qdI决策 →
sXb0q3…TVgno
完整说明见 SUBMISSION.md,演示脚本见 VIDEO.md。
布局
PROMPT.md the copy-pasteable memory protocol (the star deliverable)
mcp/engram-mcp.mjs the MCP server (scope + typed rules) + mcp/README.md
src/, api/ the web app (Vite/React) + its serverless API
scripts/ smoke tests and proof collectorsThis server cannot be deployed
Maintenance
Related MCP Connectors
Memory for AI agent teams across tools, sessions, repositories, and teammates.
Persistent memory for AI agents. Search, store, and recall across sessions.
Private, portable memory and reusable skills for AI agents.
Private memory for AI agents: save and recall facts across Claude Code, Codex, Cursor and ChatGPT.
Related MCP Servers
- AlicenseNot gradedqualityAmaintenanceEnables agents to read and write a durable, append-only memory with verified provenance, supporting search, record capture, and context preparation across sessions and machines.MIT
- AlicenseAqualityBmaintenanceGives AI agents private, persistent, semantically searchable long-term memory with RAG, governed multi-agent scopes, and real-time memory-change subscriptions.2428 PyPI23MIT
- AlicenseAqualityBmaintenanceProvides persistent, cross-session memory for AI agents, letting them store, search, and manage memories with tools like remember, recall, forget, list, summarize, and import/export.8MIT
- AlicenseNot gradedqualityCmaintenanceEnables AI agents to maintain persistent memory across sessions with verifiable source receipts, supporting explicit remember, recall, inspect, correct, and forget operations.15 npm35Apache 2.0