Vector Panda MCP MCP server

Vector Panda provides two official MCP servers: a public documentation server for searching API operations and pricing without authentication, and an authenticated server for managing vector collections, upserting data, querying vectors with metadata filters, and exporting data.

Endpoint and access

No sign-in: your client connects and lists tools immediately, with no account or key.

No sign-inEndpoint checked 2026-10-05Operated by Vector Panda

MCP endpoint (Streamable HTTP)

https://www.vectorpanda.com/mcp

Vendor documentation

What you can do with it

Search documentation and API operations
Manage vector collections and schemas
Upsert and query vectors with metadata filters
Export vector data to Parquet

Tools advertised by the last live check:

search_docs
read_doc
get_quickstart
get_api_operation
get_pricing
get_benchmark_methodology
compare_storage_tiers
list_supported_formats

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers a Streamable HTTP server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http vector-panda-mcp-vectorpanda https://www.vectorpanda.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add vector-panda-mcp-vectorpanda --url https://www.vectorpanda.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable vector-panda-mcp-vectorpanda in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "vector-panda-mcp-vectorpanda": {
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure). The type must be streamableHttp for a remote HTTP server.

Cline configuration

{
  "mcpServers": {
    "vector-panda-mcp-vectorpanda": {
      "type": "streamableHttp",
      "url": "https://www.vectorpanda.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start vector-panda-mcp-vectorpanda and inspect its tools.

VS Code configuration

{
  "servers": {
    "vector-panda-mcp-vectorpanda": {
      "type": "http",
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http vector-panda-mcp-vectorpanda https://www.vectorpanda.com/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.

Claude Desktop configuration

{
  "mcpServers": {
    "vector-panda-mcp-vectorpanda": {
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "vector-panda-mcp-vectorpanda": {
      "serverUrl": "https://www.vectorpanda.com/mcp"
    }
  }
}

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