Vector Panda Documentation is an MCP server with 8 tools an agent can call, among them compare_storage_tiers, get_api_operation, get_benchmark_methodology. It answers at https://www.vectorpanda.com/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 6 of 6 times since 10 September 2026; the last check, on 19 October 2026, succeeded.
Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
compare_storage_tiers | Hot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it. |
get_api_operation | List public REST API operations, or pass one (e.g. "POST /api/v1/query") for its parameters, request body, responses, and auth. Sourced from the published OpenAPI spec. Inputs: operation |
get_benchmark_methodology | Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost. |
get_pricing | Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees. |
get_quickstart | The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end. |
list_supported_formats | File formats accepted for vector ingestion, from the canonical features page. |
read_doc | Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs. Inputs: path |
search_docs | Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness. Inputs: query, limit |
Every block below points at https://www.vectorpanda.com/mcp. Pick your client and copy.
claude mcp add --transport http vector-panda-documentation https://www.vectorpanda.com/mcp
{
"mcpServers": {
"vector-panda-documentation": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://www.vectorpanda.com/mcp"]
}
}
}{
"mcpServers": {
"vector-panda-documentation": {
"url": "https://www.vectorpanda.com/mcp"
}
}
}{
"servers": {
"vector-panda-documentation": {
"type": "http",
"url": "https://www.vectorpanda.com/mcp"
}
}
}{
"context_servers": {
"vector-panda-documentation": {
"url": "https://www.vectorpanda.com/mcp"
}
}
}{
"mcpServers": {
"vector-panda-documentation": {
"serverUrl": "https://www.vectorpanda.com/mcp"
}
}
}{
"mcpServers": {
"vector-panda-documentation": {
"url": "https://www.vectorpanda.com/mcp"
}
}
}name: Vector Panda Documentation
version: 0.0.1
schema: v1
mcpServers:
- name: Vector Panda Documentation
type: streamable-http
url: https://www.vectorpanda.com/mcp{
"mcpServers": {
"vector-panda-documentation": {
"httpUrl": "https://www.vectorpanda.com/mcp"
}
}
}{
"mcpServers": {
"vector-panda-documentation": {
"type": "http",
"url": "https://www.vectorpanda.com/mcp"
}
}
}{
"mcpServers": {
"vector-panda-documentation": {
"url": "https://www.vectorpanda.com/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fwww.vectorpanda.com%2Fmcp&type=streamable_http&id=vector-panda-documentation&name=Vector%20Panda%20Documentation
It answered our last check on 19 October 2026 in 673 ms. Over 6 checks since 10 September 2026 it answered 6. Status here comes from Neuronto's own probes, not from the publisher.
Yes. It is published by vectorpanda.com and served from www.vectorpanda.com, the vendor's own domain: https://www.vectorpanda.com/mcp.
8, as returned by the server's own tools/list on 11 September 2026: compare_storage_tiers, get_api_operation, get_benchmark_methodology, get_pricing, get_quickstart, list_supported_formats, read_doc, search_docs.
It answered our last check on 19 October 2026 in 673 ms. Over 6 checks since 10 September 2026 it answered 6.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://www.vectorpanda.com/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: com.vectorpanda. Endpoint host: www.vectorpanda.com. ARD identifier: urn:air:com.vectorpanda:mcp:docs.
First indexed 10 September 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.