Vector Panda
The database for AI apps that search by meaning. Find products, documents, or images by what they mean, not just the words they contain. Storage-only pricing, $5/mo in credits to start. No per-query fees, no egress, no surprise bills.
https://www.vectorpanda.com/Opens ChatGPT on the web or desktop and asks it to use the WebMCP tools available here.
Connect straight to this server’s public endpoint.
https://www.vectorpanda.com/mcpWe add this server to your workspace, then open Studio — saved access, one connection to many servers, with a history of what ran.
Last probed Sep 14, 2026 · www.vectorpanda.com
8tools discovered
Search documentation
Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.
Read a document
Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.
Get the quickstart
The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.
Look up an 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.
Get current pricing
Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.
Get benchmark methodology
Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.
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.
List supported ingest formats
File formats accepted for vector ingestion, from the canonical features page.
Get your MCP into directories
A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.
Directory coverage for brandsThe database for AI apps that search by meaning. Find products, documents, or images by what they mean, not just the words they contain. Storage-only pricing, $5/mo in credits to start. No per-query fees, no egress, no surprise bills.
Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.
MCPBundles probed 8 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.
No provider sign-in was required during MCPBundles' probe. Your client may still need MCPBundles credentials depending on how you connect.
Operate Vector Panda? Verify ownership to take over this directory entry.
This server appears in the MCPBundles directory. Verify you operate it to take over the listing — name, description, logo, contact email, and skill content. We email a 6-digit code to a maintainer address your server publishes in /.well-known/security.txt or /.well-known/mcpbundles.json. Free, takes about a minute.