VP

Vector Panda Documentation

com.vectorpanda/docs

Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.

Yes, your AI can use this right now.Answered a live MCP handshake in 799 ms with no sign-in needed and exposes 8 tools.

Connect it

Settings → Connectors → Add custom connector
URL: https://www.vectorpanda.com/mcp

8 tools, verified live

Pulled straight from the server with tools/list on 2026-10-17.
search_docsread-only

Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.

read_docread-only

Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.

get_quickstartread-only

The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.

get_api_operationread-only

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_pricingread-only

Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.

get_benchmark_methodologyread-only

Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.

compare_storage_tiersread-only

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_formatsread-only

File formats accepted for vector ingestion, from the canonical features page.

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