R2r MCP
The R2R MCP Server is a service that integrates the Model Context Protocol (MCP) with the R2R system, providing interaction capabilities with MCP-compatible models such as Claude, and supporting functions such as knowledge base access, context search, and Retrieval Augmented Generation (RAG).
2 points
7.7K

What is the R2R MCP Server?

The R2R MCP Server is a bridge service that connects AI models with the knowledge base. It allows AI models like Claude to access documents and data within your organization through a standard protocol (MCP), thus providing accurate fact-based answers.

How to use the R2R MCP Server?

Simply install the server as an MCP plugin, and your AI assistant will automatically gain the ability to search documents and obtain answers from the knowledge base. No additional operations are required, and the AI will automatically select the most appropriate tool to answer your questions.

Use cases

It is particularly suitable for scenarios where AI needs to answer questions based on internal documents, such as technical support, legal advice, and product document queries. It is also applicable to complex research tasks that require a combination of web search and internal knowledge.

Main features

Knowledge base access
Enables AI to search and reference documents and data within your organization
Intelligent search
Supports semantic search, keyword search, and hybrid search modes
Evidence-based answers
All answers are accompanied by references to data sources to ensure verifiability
Web search integration
Can automatically supplement the latest web information when needed
Research assistant
Automatically initiates a multi-step research process for complex questions
Advantages
Allows AI to master professional knowledge without training the model
Answers are always based on the latest document content
Automatically selects the most suitable search strategy
Clear source references facilitate verification
Supports multi-step research for complex questions
Limitations
Depends on the quality and integrity of documents
The web search function requires additional configuration
Large-scale document libraries need to optimize indexing
There may be a delay for the first query

How to use

Install dependencies
Ensure that Python 3.12+ and the uv package manager are installed on the system
Set up the environment
Clone the repository and create a virtual environment
Install the server
Install the server as an MCP plugin
Start using
Now your AI assistant has gained knowledge base access capabilities and you can ask questions directly

Usage examples

Product technical support
Customer service staff use AI to answer customers' questions about product functions
Market research report
Analysts ask AI to organize annual sales trends
Legal clause query
Quickly find specific clauses in the contract

Frequently Asked Questions

Do I need programming knowledge to use it?
What file formats are supported?
How to update the document library?
How is data security ensured?
How many languages are supported?

Related resources

MCP official documentation
The complete technical specification of the Model Context Protocol
R2R API reference
The API interface documentation for the R2R service
Installation tutorial video
Demonstrates the installation and configuration process step by step
GitHub repository
The project source code and issue tracking

Installation

Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.

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