A Model Context Protocol (MCP) server implementation that integrates with Vectorize for advanced Vector retrieval and text extraction.
22 stars3 watching2 forks
Vectorize MCP Server
A Model Context Protocol (MCP) server implementation that integrates with Vectorize for advanced Vector retrieval and text extraction.
<a href="https://glama.ai/mcp/servers/pxwbgk0kzr"> <img width="380" height="200" src="https://glama.ai/mcp/servers/pxwbgk0kzr/badge" alt="Vectorize MCP server" /> </a>Features
Installation
Running with npx
export VECTORIZE_ORG_ID=YOUR_ORG_ID
export VECTORIZE_TOKEN=YOUR_TOKEN
npx -y @vectorize-io/vectorize-mcp-server
Configuration on Claude/Windsurf
{
"mcpServers": {
"vectorize": {
"command": "npx",
"args": ["-y", "@vectorize-io/vectorize-mcp-server"],
"env": {
"VECTORIZE_ORG_ID": "your-org-id",
"VECTORIZE_TOKEN": "your-token"
}
}
}
}
Tools
Retrieve documents
Perform vector search and retrieve documents (see official API):
{
"name": "retrieve",
"arguments": {
"pipeline": "your-pipeline-id",
"question": "Financial health of the company",
"k": 5
}
}
Text extraction and chunking (Any file to Markdown)
Extract text from a document and chunk it into Markdown format (see official API):
{
"name": "extract",
"arguments": {
"base64document": "base64-encoded-document",
"contentType": "application/pdf"
}
}
Deep Research
Generate a Private Deep Research from your pipeline (see official API):
{
"name": "deep-research",
"arguments": {
"pipelineId": "your-pipeline-id",
"query": "Generate a financial status report about the company",
"webSearch": true
}
}
Development
# Install dependencies
npm install
# Build
npm run build
Contributing
- Fork the repository
- Create your feature branch
- Submit a pull request
Features
retrieval
extraction
research
vectorization
chunking
Category
Knowledge & Memory