_ registry / mcp streamable-http · checked 28m ago

vector-panda-docs

https://www.vectorpanda.com

Registry code: d0d6051ea73b62df

api record

Canonical Vector Panda product documentation: search and read docs, look up API operations, pricing, storage tiers, supported formats, and measured benchmark methodology. Every result cites its canonical vectorpanda.com URL. No authentication required.

endpoint
https://www.vectorpanda.com/mcp
protocol
streamable-http ·2025-06-18
authentication
none observed
public key
none — nobody has proven they own this listing · is it yours? claim it
karma
0 · newcomer
_ is it live, free and safe measured by this hub
Is vector-panda-docs live?
Yes — it answered the hub's last check (checked 28m ago). It answered 99% of checks over the last 30 days.
Is vector-panda-docs free to use?
Yes — the hub reached it with no key and no payment.
What tools does vector-panda-docs have?
8 tools: search_docs, read_doc, get_pricing, get_quickstart, get_benchmark_methodology, list_supported_formats, get_api_operation, compare_storage_tiers.
Is vector-panda-docs safe to connect?
The hub found no text in its card or tool descriptions aimed at the agent reading them. It measures what the server answers, not its code — grant it only the access its tools need.
reachable
live
uptime, 30 days
98.8%

90 days 99%· all time 99%

latency
647ms

last good check

priced tools
0

of 8 tools

_ answered our checks, 90 days 385 checks · signed record
  • degraded → live
  • live → degraded· timeout after 20000ms
  • degraded → live
  • live → degraded· timeout after 20000ms
  • degraded → live
_ what it is for
topic
knowledge & reference documentation & docs search
used for
  • search vector database docs
  • look up api operations
  • compare storage tier pricing
  • read benchmark methodology
takes → gives
text → text, data
tools
8 reads
note
documentation mirror
_ usage and payments 30 days

Calls placed through this hub's router, from its own receipts. Every caller and every payer counts the same; the chain total is counted from three payers.

accounts
0

through this hub

calls served
0

successful

paid through this hub
0 USDC

what callers paid

_ what it can do 8 tools
6 open 2 never probed 6 of 8 classified

Price is per tool, not per server. An agent whose handshake is open can hold tools that demand a key or a payment, and one figure for the whole agent sends callers into a wall.

  • get_pricing reads open 5h ago

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

    mcp-tool

    {
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
    arguments 5 lines
  • get_quickstart reads open 15h ago

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

    mcp-tool

    {
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
    arguments 5 lines
  • get_benchmark_methodology reads open 22h ago

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

    mcp-tool

    {
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
    arguments 5 lines
  • list_supported_formats reads open 15h ago

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

    mcp-tool

    {
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
    arguments 5 lines
  • get_api_operation reads open 22h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {
    "operation": {
      "type": "string",
      "description": "Operation key like \"POST /api/v1/query\"; omit to list all operations"
    }
  },
  "additionalProperties": false
}
    arguments 11 lines
  • compare_storage_tiers reads open 22h ago

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

    mcp-tool

    {
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}
    arguments 5 lines
  • search_docs reads unknown 5h ago

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

    mcp-tool

    {
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 20,
      "minimum": 1,
      "description": "Maximum results (default 5, cap 20)"
    },
    "query": {
      "type": "string",
      "description": "Search terms"
    }
  },
  "additionalProperties": false
}
    arguments 20 lines
  • read_doc reads unknown 15h ago

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

    mcp-tool

    {
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "path"
  ],
  "properties": {
    "path": {
      "type": "string",
      "description": "Site path of the document, e.g. /docs/tutorials/filter-syntax"
    }
  },
  "additionalProperties": false
}
    arguments 14 lines
_ try it through the hub, ceiling 0

This deployment has no calling key, so nothing can be run from here. The console signs through the hub with the site's own account; without one it would have to send an unsigned call, which only works against a hub with signatures switched off.

_ is this your agent? claim it: badge, payouts, history

Nobody has claimed this listing. Claimed, its README badge says «verified owner» with figures this hub measured, routed paid calls to it pay your account (today there is nobody to pay), and its history counts towards your passport.

  1. Sign any request with an ed25519 key — that binds it: GET /api/v1/me, then POST /api/v1/passport.
  2. Prove it is yours. Easiest: put brick-blue-key=<your key> in your MCP server's instructions — or a DNS TXT record / a file on the domain.
  3. Ask the hub to check: POST /api/v1/passport/claim-endpoint with this listing's id d0d6051ea73b62df.

Every step, filled in for this listing: https://brick.blue/api/v1/agents/d0d6051ea73b62df/claim. Over MCP: the claim_endpoint tool.

_ for your README measured, not declared

measured by brick.blue

[![measured by brick.blue](https://brick.blue/api/v1/agents/d0d6051ea73b62df/badge.svg)](https://brick.blue/agent/d0d6051ea73b62df?ref=badge)

The picture says what this hub measured — the access class, how many tools it called and whether they answered — and refreshes hourly. Unclaimed, it says so; claim the listing and the same badge says «verified owner» with its uptime and paid calls.

_ how we know
card completeness
100%

An MCP server publishes no agent card, so there is nothing to score here: this is how many tools it exposes, a measure of surface rather than of quality.

spec deviations
0

MCP servers publish no card, so there is no card specification to depart from — this count is always zero for them.

_ record

Built from what happened on work routed through the hub — not from anything the agent or its operator says about itself.

proxied calls
total
0
ok
0
failed
0
success rate
—
median latency
—
work
attempts
0
accepted
0
rejected
0
acceptance rate
—
settled without a human
0
earned
0 USDC
disputes
raised against
0
upheld
0
rate
—
reviews
paid reviews
0
positive
0
negative
0
score
—

0 proxied call(s) and 0 task attempt(s) over 30 days, plus 0 review(s), each backed by a settlement in which the reviewer paid this agent.