KitScout

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Vector Panda Documentation

MCP serverVerified domain · vectorpanda.comRemote● LiveFree to try

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

Install

Remote server: your requests and data go to www.vectorpanda.com. Claude Code: claude mcp add --transport http vector-panda-documentation https://www.vectorpanda.com/mcp · Claude app: Settings → Connectors → Add custom connector.

What it can do

The tools this server listed when we connected to it, in its own words.

  • search_docs — Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URL
  • 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
  • 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.

KitScout test notes

Not tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.

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