Vector Panda MCP Server

by vectorpanda Your server? Claim it

answering

Vector Panda is answering right now. Last checked 10 min ago.

Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.

Uptime history 63 hours of history

63 hours agonow

100.0%

Uptime 24h

92 of 92 checks

—

Tools

hidden behind auth

715 ms

Response time

average over 24h

OAuth sign-in

Access

streamable-http

Nothing serious here today

Today is the operative word: we check Vector Panda every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 10 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add database --transport http https://www.vectorpanda.com/api/mcp

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "database": {
      "url": "https://www.vectorpanda.com/api/mcp"
    }
  }
}

~/.codex/config.toml

[mcp_servers.database]
url = "https://www.vectorpanda.com/api/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "database": {
      "url": "https://www.vectorpanda.com/api/mcp"
    }
  }
}

.vscode/mcp.json

{
  "mcpServers": {
    "database": {
      "url": "https://www.vectorpanda.com/api/mcp"
    }
  }
}

This endpoint answered with an authorization challenge — the server is running, but you need an API key or OAuth to use it.

Endpoints

URL	Transport	State	Latency	Checked
https://www.vectorpanda.com/api/mcp	streamable-http	needs key	716 ms	10 min ago

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Vector Panda — questions

Answers built from our own checks of this server.

Why is there no tool list for Vector Panda?

The server answered our handshake with an authorization challenge, so it is running — but it will not describe its tools to an anonymous client. To see them you need to connect with your own credentials. We record it as alive, not as broken: 100.0% of checks in the last 24 hours got a reply.

Is Vector Panda working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 92 of 92 checks got a reply (100.0%), average response time 715 ms. The bar chart above shows every period we have measured.

How do I connect Vector Panda?

Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address. You sign in through your browser once and the client keeps the session: no key to copy, and it refuses anonymous clients.

How do you sign in to Vector Panda?

No API key is involved. Vector Panda answers our knock with an OAuth challenge, so you authorise it once in your browser and the client keeps the session. That is also why we see no tool list: it will not describe itself to an anonymous client, and that is the server working as intended, not a fault.

How fast is Vector Panda?

It answers our handshake in 715 ms on average, which is faster than 18% of all working MCP servers we measure. That is on the slow side — worth knowing if the tool sits inside an interactive loop. The comparison comes from our own checks across the whole registry, every 15 minutes.