Vector Panda Documentation
Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.
| Endpoint | https://www.vectorpanda.com/mcp (streamable-http) |
|---|---|
| Registry version | 1.0.0 |
| Now | 8 tools · grade A (97) · pin ts_6be17c718615c0cc6e2f4d46d14f64b1 · protocol 2025-06-18 |
| First / last listed | 2026-10-27 07:23 UTC / 2026-10-27 07:23 UTC |
| Grade over time | 2026-10-27: A (97), 8 tools |
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Tools: search_docs read_doc get_quickstart get_api_operation get_pricing get_benchmark_methodology compare_storage_tiers list_supported_formats
search_docs | Full-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness. params: query*, limit |
read_doc | Fetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs. params: path* |
get_quickstart | The Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end. params: none |
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. params: operation |
get_pricing | Current storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees. params: none |
get_benchmark_methodology | Measured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost. params: none |
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. params: none |
list_supported_formats | File formats accepted for vector ingestion, from the canonical features page. params: none |
Entries describe changes in tool definitions. They are not statements about a server, its quality or its author. The grade measures how the tool definitions fit model providers (token cost, schema compatibility, confusable names) as scored by the ToolFit engine at the time of the listing. JSON: append .json. Opt-out: how or hello@youraitools.co.