Vector Panda Documentation

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

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

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "Vector Panda Documentation": {
      "url": "https://www.vectorpanda.com/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (8)

• search_docs read-only

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

  Parameters:

  • query (required) — string — Search terms
  • limit — integer — Maximum results (default 5, cap 20)

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• read_doc read-only

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

  Parameters:

  • path (required) — string — Site path of the document, e.g. /docs/tutorials/filter-syntax

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• get_quickstart read-only

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

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• get_api_operation read-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.

  Parameters:

  • operation — string — Operation key like "POST /api/v1/query"; omit to list all operations

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• get_pricing read-only

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

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• get_benchmark_methodology read-only

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

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• compare_storage_tiers read-only

  Hot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it.

  Hints: read-only yes · destructive no · idempotent yes · open-world no

• list_supported_formats read-only

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

  Hints: read-only yes · destructive no · idempotent yes · open-world no

Publisher website

Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.