Vector Panda Documentation
com.vectorpanda/docs · 1.0.0
Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.
Nobody here has read this server's code, because it publishes none. The description above is the maker's own, from the registry. A connection test shows whether it answers and what tools it says it has; it never calls a tool, so it cannot show what one does with your data.
Where it sits in the directory's order
What can be seen from outside, weighed as the directory publishes.
Observable signals: 45 of 100 points (at most 60 here)
| Input | Points | What was seen |
|---|---|---|
| Source published | held at 0 | No entry here publishes source: that is what puts it in this directory. |
| Licence stated | held at 0 | With no files, there is nothing for a licence to be stated in or held against. |
| Advisory state | held at 0 | Advisory databases index packages, and these entries publish none, so there is nothing to look up. |
| Auth declared | 0 of 15 | The registry entry declares no key. That is what it declares, not a finding that it has no protection. |
| Latest connection test reached it | 20 of 20 |
Where it answers
https://www.vectorpanda.com/mcpstreamable-http
Connection test
The MCP handshake, then a request for the tool list, with no key and no data of yours. Run nightly, and by anyone, at most once every ten minutes per server.
It completed the handshake and listed 8 tools.
- Protocol
- 2025-06-18
- Calls itself
- vector-panda-docs 1.0.0
- Handshake time
- 265 ms
- HTTP status
- 200
The tools it lists (8, as of 20 hours ago)
The tool-description rules found nothing in these descriptions. They look for instructions aimed at a model and for hidden characters; they cannot see what a tool does when it runs.
search_docsFull-text search across Vector Panda concepts, tutorials, projects, and the engineering build log. Returns ranked matches with canonical URLs and freshness.
read_docFetch the full Markdown of one document by its site path (for example /docs/concepts/embeddings-101), as returned by search_docs.
get_quickstartThe Vector Panda quickstart: install the veep Python SDK, upload a file, and run similarity queries end to end.
get_api_operationList 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_pricingCurrent storage-tier pricing, monthly usage credits, and billing cycle. Storage-only pricing: no per-query or egress fees.
get_benchmark_methodologyMeasured benchmark results and full reproduction methodology (VectorDBBench through the public API), including dataset, recall, and cost.
compare_storage_tiersHot, warm, and paused storage tiers: current per-GB prices with what each tier means for query latency and when to pick it.
list_supported_formatsFile formats accepted for vector ingestion, from the canonical features page.
How this entry becomes a listing
For the maker. The catalogue lists what it can read, and this server publishes nothing to read yet. There are two routes, and only the first is open today.
Publish the source Open today
- Put the server's source in a public repository on github.com, with a licence.
- Keep a server.json in that repository naming this server,
com.vectorpanda/docs, and declare the repository in it:"repository": { "url": "https://github.com/owner/repo", "source": "github" }, adding"subfolder"when the server lives in a folder. - Publish that version to the official MCP registry.
- The nightly registry sweep records the declaration. This page stays, dated, and says the source is declared but not yet read.
- The catalogue reads declared repositories at a pinned commit, in batches run by hand, and lists the servers that meet the batch's rules (among them a server.json at that commit naming the server, an https endpoint and a licence). When it lists this server, this page links to the listing. There is no schedule, so no date can be promised.
List it through the maker studio Not open yet
From the official MCP registry, last updated there 31 days ago. The registry entry · www.vectorpanda.com