Vector Search API MCP Server

In-memory vector store with TF-IDF vectorization and cosine similarity search. Pay-per-call via x402 (USDC on Base L2) -- no API key, no signup, no rate-limit wall.

Remote serversse

What is the Vector Search API MCP Server?

Vector Search x402 is an MCP project maintained in the br0ski777/vector-search-x402 repository. The maintainer describes its purpose as “In-memory vector store with TF-IDF vectorization and cosine similarity search. Pay-per-call via x402 (USDC on Base L2) -- no API key, no signup, no rate-limit…”. Read the project documentation for the complete scope.

Hosted connection

The maintainer’s configuration uses https://vector-search.api.klymax402.com/mcp. Check the project’s account and authentication instructions when adding the endpoint to your client.

Source

Project documentation · Repository · Discovery listing. This profile records the public documentation checked on 2026-10-08.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
data_vector_search
documentsarray
querystring
topKnumber
namespacestring

How to install the Vector Search API MCP Server

{
  "mcpServers": {
    "vector-search": {
      "url": "https://vector-search.api.klymax402.com/mcp"
    }
  }
}

From the project documentation. Replace placeholders and example paths before connecting.