Name	Description
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Name	Description
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Name	Description
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Name	Required	Description	Default
`OLLAMA_URL`	No	URL of your Ollama instance, defaults to http://localhost:11434.	http://localhost:11434
`QDRANT_URL`	Yes	URL of your Qdrant instance. For local use: http://localhost:6333. For Qdrant Cloud: https://your-cluster-url.qdrant.tech
`OPENAI_API_KEY`	No	Your OpenAI API key, required if using OpenAI as the embedding provider.
`QDRANT_API_KEY`	No	Your Qdrant Cloud API key, required if using Qdrant Cloud.
`EMBEDDING_MODEL`	No	Optional embedding model. Defaults to 'nomic-embed-text' for Ollama and 'text-embedding-3-small' for OpenAI.
`EMBEDDING_PROVIDER`	No	Choose between 'ollama' (default) or 'openai' for the embedding provider.	ollama

MCP-Ragdocs

A Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.

Version

Current version: 0.1.6

Features

Add documentation from URLs or local files
Store documentation in a vector database for semantic search
Search through documentation using natural language
List all documentation sources

Installation

Install globally using npm:

npm install -g @qpd-v/mcp-server-ragdocs

This will install the server in your global npm directory, which you'll need for the configuration steps below.

Requirements

Node.js 16 or higher
Qdrant (either local or cloud)
One of the following for embeddings:
- Ollama running locally (default, free)
- OpenAI API key (optional, paid)

Qdrant Setup Options

Option 1: Local Qdrant

Using Docker (recommended):

docker run -p 6333:6333 -p 6334:6334 qdrant/qdrant

Or download from Qdrant's website

Option 2: Qdrant Cloud

Create an account at Qdrant Cloud
Create a new cluster
Get your cluster URL and API key from the dashboard
Use these in your configuration (see Configuration section below)

Configuration

The server can be used with both Cline and Claude Desktop. Configuration differs slightly between them:

Cline Configuration

Add to your Cline settings file (%AppData%\Code\User\globalStorage\rooveterinaryinc.roo-cline\settings\cline_mcp_settings.json):

Using npm global install (recommended):

{
		"mcpServers": {
				"ragdocs": {
						"command": "node",
      "args": ["C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"],
      "env": {
        "QDRANT_URL": "http://127.0.0.1:6333",
        "EMBEDDING_PROVIDER": "ollama",
        "OLLAMA_URL": "http://localhost:11434"
      }
    }
  }
}

For OpenAI instead of Ollama:

{
		"mcpServers": {
				"ragdocs": {
						"command": "node",
      "args": ["C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"],
      "env": {
        "QDRANT_URL": "http://127.0.0.1:6333",
        "EMBEDDING_PROVIDER": "openai",
        "OPENAI_API_KEY": "your-openai-api-key"
      }
    }
  }
}

Using local development setup:

{
		"mcpServers": {
				"ragdocs": {
						"command": "node",
						"args": ["PATH_TO_PROJECT/mcp-ragdocs/build/index.js"],
						"env": {
								"QDRANT_URL": "http://127.0.0.1:6333",
								"EMBEDDING_PROVIDER": "ollama",
								"OLLAMA_URL": "http://localhost:11434"
						}
				}
		}
}

Claude Desktop Configuration

Add to your Claude Desktop config file:

Windows: %AppData%\Claude\claude_desktop_config.json
macOS: ~/Library/Application Support/Claude/claude_desktop_config.json

Windows Setup with Ollama (using full paths):

{
  "mcpServers": {
    "ragdocs": {
      "command": "C:\\Program Files\\nodejs\\node.exe",
      "args": [
        "C:\\Users\\YOUR_USERNAME\\AppData\\Roaming\\npm\\node_modules\\@qpd-v/mcp-server-ragdocs\\build\\index.js"
      ],
      "env": {
								"QDRANT_URL": "http://127.0.0.1:6333",
								"EMBEDDING_PROVIDER": "ollama",
								"OLLAMA_URL": "http://localhost:11434"
						}
				}
		}
}

Windows Setup with OpenAI:

{
		"mcpServers": {
				"ragdocs": {
						"command": "C:\\Program Files\\nodejs\\node.exe",
						"args": [
								"C:\\Users\\YOUR_USERNAME\\AppData\\Roaming\\npm\\node_modules\\@qpd-v/mcp-server-ragdocs\\build\\index.js"
						],
						"env": {
								"QDRANT_URL": "http://127.0.0.1:6333",
								"EMBEDDING_PROVIDER": "openai",
								"OPENAI_API_KEY": "your-openai-api-key"
						}
				}
		}
}

macOS Setup with Ollama:

{
		"mcpServers": {
				"ragdocs": {
						"command": "/usr/local/bin/node",
						"args": [
								"/usr/local/lib/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"
						],
						"env": {
								"QDRANT_URL": "http://127.0.0.1:6333",
								"EMBEDDING_PROVIDER": "ollama",
								"OLLAMA_URL": "http://localhost:11434"
						}
				}
		}
}

Qdrant Cloud Configuration

For either Cline or Claude Desktop, when using Qdrant Cloud, modify the env section:

With Ollama:

{
		"env": {
				"QDRANT_URL": "https://your-cluster-url.qdrant.tech",
				"QDRANT_API_KEY": "your-qdrant-api-key",
				"EMBEDDING_PROVIDER": "ollama",
				"OLLAMA_URL": "http://localhost:11434"
		}
}

With OpenAI:

{
		"env": {
				"QDRANT_URL": "https://your-cluster-url.qdrant.tech",
				"QDRANT_API_KEY": "your-qdrant-api-key",
				"EMBEDDING_PROVIDER": "openai",
				"OPENAI_API_KEY": "your-openai-api-key"
		}
}

Environment Variables

Qdrant Configuration

QDRANT_URL (required): URL of your Qdrant instance
- For local: http://localhost:6333
- For cloud: https://your-cluster-url.qdrant.tech
QDRANT_API_KEY (required for cloud): Your Qdrant Cloud API key

Embeddings Configuration

EMBEDDING_PROVIDER (optional): Choose between 'ollama' (default) or 'openai'
EMBEDDING_MODEL (optional):
- For Ollama: defaults to 'nomic-embed-text'
- For OpenAI: defaults to 'text-embedding-3-small'
OLLAMA_URL (optional): URL of your Ollama instance (defaults to http://localhost:11434)
OPENAI_API_KEY (required if using OpenAI): Your OpenAI API key

Available Tools

add_documentation
- Add documentation from a URL to the RAG database
- Parameters:
  - url: URL of the documentation to fetch
search_documentation
- Search through stored documentation
- Parameters:
  - query: Search query
  - limit (optional): Maximum number of results to return (default: 5)
list_sources
- List all documentation sources currently stored
- No parameters required

Example Usage

In Claude Desktop or any other MCP-compatible client:

Add documentation:

Add this documentation: https://docs.example.com/api

Search documentation:

Search the documentation for information about authentication

List sources:

What documentation sources are available?

Development

Clone the repository:

git clone https://github.com/qpd-v/mcp-server-ragdocs.git
cd mcp-server-ragdocs

Install dependencies:

npm install

Build the project:

npm run build

Run locally:

npm start

License

MIT

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

MCP-Ragdocs

Prompts

Resources

Tools

Server Configuration

MCP-Ragdocs

Version

Features

Installation

Requirements

Qdrant Setup Options

Option 1: Local Qdrant

Option 2: Qdrant Cloud

Configuration

Cline Configuration

Claude Desktop Configuration

Qdrant Cloud Configuration

Environment Variables

Qdrant Configuration

Embeddings Configuration

Available Tools

Example Usage

Development

License

Contributing

GitHub Badge

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