# Advanced Memory Mcp

> Zettelkasten knowledge management MCP server for Claude Desktop with knowledge graphs, imoort/export tools, and Claude Skills integration"

- **Type:** MCP server
- **Install:** `agentstack add mcp-sandraschi-advanced-memory-mcp`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [sandraschi](https://agentstack.voostack.com/s/sandraschi)
- **Installs:** 0
- **Category:** [AI & ML](https://agentstack.voostack.com/c/ai-and-ml)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [sandraschi](https://github.com/sandraschi)
- **Source:** https://github.com/sandraschi/advanced-memory-mcp

## Install

```sh
agentstack add mcp-sandraschi-advanced-memory-mcp
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

[-blue?style=flat-square&logo=python&logoColor=white)](https://github.com/jlowin/fastmcp) [](https://github.com/astral-sh/ruff) [](https://biomejs.dev/) [](https://github.com/casey/just)

# Advanced Memory (Memops)

  
  
  
  
  

> 📖 **[Installation Guide](INSTALL.md)** — quick start, manual setup, and troubleshooting

- **Why** — Give an MCP-capable assistant a **durable place** for notes, research, and retrieval: search and RAG over *your* content instead of losing context every session.
- **What** — A **FastMCP 3.2 GA** server (Python 3.12+) exposing **79 tools across 12 Industrial Portmanteaus** (`audio`, `inbox`, `skills`, `zettel`, `nav`, `notes`, `search`, `knowledge`, `project`, `system`, `mcp`, `typora`). Optimized with **2026 Industrial Docstrings** (Rationale-First) and **Discriminated Unions** for high-fidelity tool selection in Antigravity/Cursor.
- **How** — **Connect** the MCP server from your client ([installation](docs/INSTALLATION.md), then [usage](docs/USAGE.md)). Optionally run the **[webapp](webapp/README.md)** for a browser UI on top of the same backend.

---

## Quick Start

```powershell
git clone https://github.com/sandraschi/advanced-memory-mcp
cd advanced-memory-mcp
just
```

This opens an interactive dashboard showing all available commands. Run `just bootstrap` to install dependencies, then `just serve` or `just dev` to start.

### Manual Setup

If you don't have `just` installed:

## Documentation

- [Installation](docs/INSTALLATION.md) — Python `uv`, optional OCR/Pandoc
- [Usage](docs/USAGE.md) — MCP clients, webapp, advanced topics
- [AI features](docs/AI-FEATURES.md) — RAG, agentic mode, sampling
- [FastMCP 3.2](docs/FASTMCP.md) — Managed Namespaces, prefabs, CodeMode, transports
- [Product requirements (PRD)](docs/PRD.md) — current mission, scope, KPIs (1.8.x)
- [Architecture](docs/ARCHITECTURE.md)
- [Fleet / multi-node](docs/FLEET.md)
- [Compliance & standards](docs/COMPLIANCE_AND_STANDARDS.md)
- [Development](docs/DEVELOPMENT.md) — `just` recipes (lint, test, pack)
- [Changelog](CHANGELOG.md)
- [Release checklist (MCPB + Git tag)](docs/operations/RELEASE_CHECKLIST.md)

---

## 日本語 (Japanese)

**Advanced Memory (Memops)** は、AIコーディングエージェントのための永続的な知識グラフ＆Zettelkastenメモリシステムです。セッションをまたいで知識を保持し、検索・RAG・ノート・スキル管理・音声操作などを提供します。

- **12のポートマントーツール、79の操作** — `adn_search`（全文検索＋RAG）、`adn_notes`（ノートCRUD）、`adn_zettel`（Zettelkasten生成・分析）、`adn_skills`（スキル管理）、`adn_audio`（音声認識・合成）など
- **デュアルトランスポート** — stdio（Claude Desktop / Cursor）＋ HTTP/SSE（Webダッシュボード）
- **ローカルファースト** — SQLite + LanceDBベクトル検索、外部API不要
- **Claude Codeフック対応** — セッション開始時に自動リコール（`.claude-plugin/`）

📖 クイックスタート: `git clone` → `just bootstrap` → `just serve`

日本語での詳細ドキュメントは [docs/ja/](docs/ja/) をご覧ください。

---

**Author:** Sandra Schipal · Vienna, Austria

## 🛡️ Industrial Quality Stack

This project adheres to **SOTA 14.1** industrial standards for high-fidelity agentic orchestration:

- **Python (Core)**: [Ruff](https://astral.sh/ruff) for linting and formatting. Zero-tolerance for `print` statements in core handlers (`T201`).
- **Webapp (UI)**: [Biome](https://biomejs.dev/) for sub-millisecond linting. Strict `noConsoleLog` enforcement.
- **Protocol Compliance**: Hardened `stdout/stderr` isolation to ensure crash-resistant JSON-RPC communication.
- **Automation**: [Justfile](./justfile) recipes for all fleet operations (`just lint`, `just fix`, `just dev`).
- **Security**: Automated audits via `bandit` and `safety`.

## Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [sandraschi](https://github.com/sandraschi)
- **Source:** [sandraschi/advanced-memory-mcp](https://github.com/sandraschi/advanced-memory-mcp)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/mcp-sandraschi-advanced-memory-mcp
- Seller: https://agentstack.voostack.com/s/sandraschi
- Browse the marketplace: https://agentstack.voostack.com/browse

---
Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.