Vector Panda
Rank #65,967com.vectorpanda/database
Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.
Vector Panda is a Model Context Protocol (MCP) server. It ranks #65,967 of 137,138 servers tracked on MCP Toplist. Vector Panda is listed on Official MCP, with 2 tracked versions. It was first listed on Sep 7, 2026 and most recently updated on Sep 7, 2026.
Ranks ahead of 71,171 of 137,138 servers on MCP Toplist.
Use Vector Panda
Hosted remote endpoint gated by authentication — connect via its URL and authenticate with the provider (OAuth flow or an API key/header, per its docs).
claude mcp add --transport http database https://www.vectorpanda.com/api/mcpThis endpoint requires authentication — see the server’s docs for credentials.
[mcp_servers.database]
url = "https://www.vectorpanda.com/api/mcp"Add to ~/.codex/config.toml. This endpoint requires authentication — see the server’s docs for credentials.
https://www.vectorpanda.com/api/mcpSettings → Connectors → “Add custom connector”, then paste this URL. This endpoint requires authentication — see the server’s docs for credentials.
{
"mcpServers": {
"database": {
"url": "https://www.vectorpanda.com/api/mcp"
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). This endpoint requires authentication — see the server’s docs for credentials.
{
"servers": {
"database": {
"type": "http",
"url": "https://www.vectorpanda.com/api/mcp"
}
}
}Save as .vscode/mcp.json in your workspace. This endpoint requires authentication — see the server’s docs for credentials.
{
"mcpServers": {
"database": {
"serverUrl": "https://www.vectorpanda.com/api/mcp"
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. This endpoint requires authentication — see the server’s docs for credentials.
{
"mcpServers": {
"database": {
"url": "https://www.vectorpanda.com/api/mcp"
}
}
}This endpoint requires authentication — see the server’s docs for credentials.
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[](https://mcptoplist.com/server/com.vectorpanda%2Fdatabase)<a href="https://mcptoplist.com/server/com.vectorpanda%2Fdatabase"><img src="https://mcptoplist.com/badge/com.vectorpanda%2Fdatabase.svg" alt="MCP Toplist: Top 50% of 137,138" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
Available versions (2)
| Version | Published |
|---|---|
| 1.1.0 | Sep 7, 2026 |
| 1.0.0 | Sep 7, 2026 |
Frequently asked questions
- Is Vector Panda listed on the Official MCP Registry?
- Yes — Vector Panda is listed on the Official MCP Registry.
- How many versions does Vector Panda have?
- MCP Toplist tracks 2 versions of Vector Panda, most recently published on Sep 7, 2026.
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