Vector Panda Documentation

com.vectorpanda/docsVersion 1.0.0

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

Status

Responds654 msNov 14, 2026, 14:22 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 14:22 UTC
Latency: 654 ms
Remotes responding: 1 of 1
Sign-in: No sign-in
Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 21:12 UTC

Data from the official MCP Registry, checked by run.zero. How we check

Connect

Streamable HTTP

https://www.vectorpanda.com/mcpResponds654 msNov 14, 2026, 14:22 UTC

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Claude Code

claude mcp add --transport http docs https://www.vectorpanda.com/mcp

Claude Desktop and claude.ai

1
2
3

Settings > Connectors > Add custom connector
Name: docs
Remote MCP server URL: https://www.vectorpanda.com/mcp

Cursor

{
  "mcpServers": {
    "docs": {
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}

VS Code

code --add-mcp '{"name":"docs","type":"http","url":"https://www.vectorpanda.com/mcp"}'

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Tools

8 tools

Tools of Vector Panda Documentation
	Description		Read-only	Idempotent	Open world
`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.	Hot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it.	No	Yes	Yes	No
`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.	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.	No	Yes	Yes	No
`get_benchmark_methodology`Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.	Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.	No	Yes	Yes	No
`get_pricing`Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.	Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.	No	Yes	Yes	No
`get_quickstart`The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.	The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.	No	Yes	Yes	No
`list_supported_formats`File formats accepted for vector ingestion, from the canonical features page.	File formats accepted for vector ingestion, from the canonical features page.	No	Yes	Yes	No
`read_doc`Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.	Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.	No	Yes	Yes	No
`search_docs`Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.	Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.	No	Yes	Yes	No

Details

Registry status: Active
Published: Sep 7, 2026
Updated: Sep 7, 2026
Website: https://www.vectorpanda.com/docs⁠ (opens in a new tab)
Repository: Not given
Categories (suggested): Knowledge and notesSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared

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