MCP提交

Local Llm Obsidian Knowledge Base

一个包含开发容器的模板仓库，用于运行本地LLM和知识库，支持通过git subtree或git submodule添加git仓库，并通过MCP客户端/服务器关系（如VS Code扩展和Obsidian-MCP服务器）进行更新。

知识管理与记忆开发者工具 #本地LLM #知识库 #MCP服务 #开发容器

2分

2025-04-28 23:43:29

概述

内容详情

替代品

What is this project?

This is a development container template that allows you to run a local Large Language Model (LLM) with an integrated knowledge base. It combines the power of local AI processing with Obsidian's note-taking capabilities, using Model Context Protocol (MCP) for synchronization between different components.

How to use this system?

The system works by maintaining a knowledge base in Obsidian vault format, which can be synchronized with your local LLM through MCP protocol. You can add content via git repositories (using subtree or submodule) and update it through MCP clients like VS Code extensions.

Use Cases

Ideal for researchers, developers, and knowledge workers who want to maintain a personal AI-assisted knowledge base with: 1) Local privacy 2) Customizable LLM integration 3) Markdown-based knowledge management 4) Multi-client synchronization

Key Features

Local LLM IntegrationRun language models locally without cloud dependencies for complete privacy and control.

Obsidian Knowledge BaseLeverage Obsidian's powerful markdown-based knowledge management with backlinks and graph view.

MCP SynchronizationModel Context Protocol enables real-time updates between different clients and the knowledge base.

Git Repository SupportAdd and update knowledge content through git subtree or submodule integration.

Pros and Cons

Advantages

Complete data privacy with local processing

Customizable LLM integration tailored to your needs

Powerful knowledge management with Obsidian

Flexible synchronization through MCP protocol

Limitations

Requires technical setup knowledge

Local LLMs may have fewer capabilities than cloud alternatives

MCP protocol setup requires initial configuration

Getting Started

Clone the templateStart by cloning the template repository to your local machine.

Add your knowledge baseAdd your existing knowledge base using git subtree or submodule.

Configure MCP clientSet up your MCP client (like VS Code extension) to connect to the local MCP server.

Start the systemLaunch the development container and start the local LLM service.

Usage Scenarios

Research Note-TakingTake research notes in Obsidian while having the local LLM provide relevant suggestions and connections.

Code DocumentationMaintain code documentation that stays synchronized with your actual code repositories.

Frequently Asked Questions

What is MCP protocol?Model Context Protocol (MCP) is a communication protocol that enables different components (like VS Code extensions and Obsidian) to synchronize with your local LLM and knowledge base.

Can I use this without Obsidian?While optimized for Obsidian, the system can work with any markdown-based knowledge management system that supports file watching.

What LLMs are supported?The template is designed to work with most local LLMs that can be containerized, including LLaMA, Alpaca, and GPT4All models.