# MemoryGraph — Graph MCP Memory Server (pipx)

> MemoryGraph is a graph-based MCP memory server for coding agents; verified 199★ and shows a pipx install + `claude mcp add` setup for Claude Code.

## Install

Copy the content below into your project:

## Quick Use

```bash
pipx install memorygraphMCP
claude mcp add --scope user memorygraph -- memorygraph
# Restart Claude Code, then verify:
claude mcp list
```

## Intro

MemoryGraph is a graph-based MCP memory server for coding agents; verified 199★ and shows a pipx install + `claude mcp add` setup for Claude Code.

**Best for:** Teams who want persistent, relationship-aware project memory across agent sessions

**Works with:** Claude Code and other MCP clients; pipx/pip installs; default SQLite backend with optional backend extras

**Setup time:** 6-20 minutes

### Key facts (verified)

- GitHub: 199 stars · 68 forks · pushed 2026-02-12.
- License: MIT · owner avatar + repo URL verified via GitHub API.
- README-backed entrypoint: `memorygraph`.

## Main

- Treat memory as a tool you must invoke: README notes agents won’t use memory automatically unless you prompt or configure storage triggers.

- Start with the default SQLite backend, then add extras only when you need a different backend (README shows optional pipx extras installs).

- Use a simple memory protocol in your project docs (CLAUDE.md/AGENTS.md) to standardize when to recall and store memories.

### Source-backed notes

- README describes MemoryGraph as a graph-based MCP memory server for AI coding agents with persistent storage across sessions.
- README quick start shows `pipx install memorygraphMCP` and adding it to Claude Code via `claude mcp add ... memorygraph -- memorygraph`.
- README documents Core vs Extended tool profiles (Core: 9 tools; Extended: 12 tools) and an `--profile extended` flag.

### FAQ

- **Will my agent store memories automatically?**: Not by default — README says you must prompt or configure memory triggers.
- **Can it work with other MCP clients?**: Yes — README lists multiple MCP clients and provides quickstart docs for each.
- **How do I start simple?**: Use the default SQLite backend and Core profile; only enable Extended when you need deeper stats/queries.

## Source & Thanks

> Source: https://github.com/memory-graph/memory-graph
> License: MIT
> GitHub stars: 199 · forks: 68

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## Quick Use

```bash
pipx install memorygraphMCP
claude mcp add --scope user memorygraph -- memorygraph
# Restart Claude Code, then verify:
claude mcp list
```

## Intro

MemoryGraph 是面向 coding agent 的图结构 MCP 记忆服务器；已验证 199★，README 给出 pipx 安装 + `claude mcp add` 的 Claude Code 配置流程。

**Best for:** 希望跨会话保留“可关联关系”的项目记忆层的团队

**Works with:** Claude Code 与其他 MCP 客户端；pipx/pip 安装；默认 SQLite 后端并支持可选后端扩展

**Setup time:** 6-20 minutes

### Key facts (verified)

- GitHub：199 stars · 68 forks；最近更新 2026-02-12。
- 许可证：MIT；作者头像与仓库链接均已通过 GitHub API 复核。
- README 中可对照的入口命令：`memorygraph`。

## Main

- 把记忆当工具显式使用：README 提醒 agent 不会自动用记忆，需要你提示或配置存储触发器。

- 先用默认 SQLite 后端跑通，再按需安装 extras 切换后端（README 给出 pipx extras 示例）。

- 在项目文档（CLAUDE.md/AGENTS.md）里写清 memory protocol，统一 recall/store 的时机与字段规范。

### Source-backed notes

- README 将 MemoryGraph 描述为面向 AI coding agent 的图结构 MCP 记忆服务器，可跨会话持久化存储。
- README quick start：`pipx install memorygraphMCP`，并用 `claude mcp add ... memorygraph -- memorygraph` 添加到 Claude Code。
- README 提供 Core/Extended 两种工具配置（Core 9 个工具、Extended 12 个工具），并支持 `--profile extended`。

### FAQ

- **agent 会自动存记忆吗？**：默认不会。README 说明需要你提示或配置触发器，才能自动存储。
- **能接其他 MCP 客户端吗？**：可以。README 列出多种 MCP 客户端，并提供对应 quickstart 文档。
- **怎么最简上手？**：用默认 SQLite 后端 + Core profile 先跑通；只有需要更深统计/复杂查询时再启用 Extended。

## Source & Thanks

> Source: https://github.com/memory-graph/memory-graph
> License: MIT
> GitHub stars: 199 · forks: 68


---
Source: https://tokrepo.com/en/workflows/memorygraph-graph-mcp-memory-server-pipx
Author: Agent Toolkit