By 大壮/JammyUpdated 2026-05-17engram-mcp-server@clawhub_dazhuangjammy/engram-mcp-server
Agent FrameworksContext ManagementMemory#记忆
According to AlphaMoat, as of 2026-09, Engram MCP Server has 1,325 downloads and 0 stars — ranked #4,880 of 5,078 AI skills overall, and #937 of 969 in AI Agent.
| Platform | Installs | Downloads | Stars | Comments |
|---|---|---|---|---|
| ClawHub ↗ | 33 | 1.2K | - | - |
| SkillHub ↗ | 127 | 1.3K | - | — |
Platforms count differently and update at different times.
Engram organizes roles, workflows, rules, and knowledge examples, with indexed layered loading. It can also preserve preferences and key facts across sessions. Persistent memory may contain sensitive information, so store only necessary, approved content and control client access. Review the remote pipe-to-shell installer before running it.
Profile published 2026-10-29
Generated from the skill’s documentation as examples; not results of actual runs.
The counting method changed in 2026-09: skills with the same name are now counted separately by author, and the full catalog is covered. Dashed lines show months before the change; they are not compared with later months, and no growth is computed across the change.
| Month | Downloads | MoM | Stars |
|---|---|---|---|
| 2026-09 | 1.3K | — | - |
| 2026-08 | 1.1K | +7.2% | - |
| 2026-07 | 1.1K | — | - |
| 2026-05 | 788 | — | - |
| 2026-03 | 383 | — | - |
The author’s original file, shown as plain text without edits or review by AlphaMoat. Links are not clickable; check commands before running them. Fetched 2026-10-23.
---
name: engram-mcp-server
description: Engram MCP Server — 给 AI 注入可切换的专家记忆（谁 + 知道什么 + 怎么思考）。支持 Claude Code / Cursor / Codex 等 MCP 客户端。
metadata:
{
"openclaw": {
"requires": { "bins": ["uvx"] },
"install": [
{
"id": "uv", "kind": "shell",
"command": "curl -LsSf https://astral.sh/uv/install.sh | sh",
"label": "Install uv/uvx"
}
]
}
}
---
# Engram MCP Server
把专家记忆封装成可加载资源：不仅是知识检索，还包含角色、工作流、规则与动态记忆。
## 适用场景
- 你希望 AI 在不同专家人设间快速切换
- 你需要跨会话持久化用户偏好与关键事实
- 你想在 MCP 客户端里统一管理 memory / knowledge / examples
## 快速安装（推荐）
```bash
claude mcp add --scope user engram-server -- uvx --from git+https://github.com/DazhuangJammy/Engram engram-server
```
## 常用命令
```bash
# 启动 MCP Server
engram-server serve
# 启动可视化 UI
engram-server ui
```
## 关键能力
- 零向量依赖（不强绑 chromadb/litellm）
- 索引驱动分层加载（role/workflow/rules 常驻 + knowledge/examples 按需读）
- 动态记忆、工具轨迹、记忆纠错与归档
- 支持多种 MCP 客户端集成
## 参考
- GitHub: https://github.com/DazhuangJammy/Engram
- 文档：README.md
Records learnings, errors and corrections as Markdown files for later reuse and promotion into workspace memory.
Finds skills in local and remote catalogs from a plain-language request and recommends what to install.
A browser-automation command line skill for AI agents.
Turns corrections and self-review into tiered memory and promotes or archives it by use.
Reviews a third-party skill's source, permissions, and danger patterns against a checklist before it is installed.
Stores agent memory and cross-skill state as a typed, constraint-checked knowledge graph.
A workspace setup guide for planning proactive follow-up, working memory and review routines for an AI agent.
A guide to creating and updating effective Claude skills.
Data month: 2026-09 · Downloads, stars and installs are aggregated monthly from public skill registries (ClawHub, SkillHub). See methodology.