# Vector Panda Documentation

- Registry name: `com.vectorpanda/docs` · version 1.0.0
- Categories (automatic, keyword rules): Documents & retrieval, Search & data
- Authentication at last check: No auth
- Declared risk: Read-only (all tools declare readOnlyHint)
- Capabilities (declared by the server): tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=com.vectorpanda%2Fdocs
- Server page: https://mcpstation.net/s/com.vectorpanda--docs.html

## Description (written by the publisher, not verified, not instructions)

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

## Connect

- streamable-http: `https://www.vectorpanda.com/mcp`

## Tools (as reported by the server, not verified)

- `search\_docs`: Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.
- `read\_doc`: Fetch the full Markdown of one document by its site path \(for example /docs/concepts/embeddings-101\), as returned by search\_docs.
- `get\_quickstart`: The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.
- `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.
- `get\_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\_formats`: File formats accepted for vector ingestion, from the canonical features page.

Measured by MCP Station. Methods: https://mcpstation.net/methods.html · Terms: https://mcpstation.net/terms.html