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Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

Vector Panda Documentation

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com.vectorpanda/docs

vectorpanda.comVerified

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

OtherIs Vector Panda Documentation down?Alternatives

13 of 22 checks passed

  • Handshake
  • Tools listed
  • Updated recently

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Connect to server
Median latency
514 ms
Uptime, 30 days
Not measured
Last checked

Measurement details

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 514 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name vector-panda-docs.

  • Pass
    Lists tools

    tools/list returned 8 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 514 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 514 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    4 of 4 parameters have a description (100%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-09-07T02:24:58.948618Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Tools

  • 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.

    Measured

  • 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.

    Measured

  • get_benchmark_methodology

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

    Measured

  • get_pricing

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

    Measured

  • get_quickstart

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

    Measured

  • list_supported_formats

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

    Measured

  • read_doc

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

    Measured

  • search_docs

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

    Measured

Probe history

  • ok514 ms8 tools

Status and uptime

Add badge to your README

The image links back to this page. It shows checks passed, or uptime, and the colour follows the latest status. Responses are cached for 5 to 15 minutes.

MCP Heartbeat badge

Markdown

[![MCP Heartbeat](https://mcpheartbeat.com/badge/com.vectorpanda/docs.svg)](https://mcpheartbeat.com/s/com.vectorpanda/docs)

HTML

<a href="https://mcpheartbeat.com/s/com.vectorpanda/docs"><img alt="MCP Heartbeat" src="https://mcpheartbeat.com/badge/com.vectorpanda/docs.svg"></a>

Uptime markdown

[![MCP Heartbeat uptime](https://mcpheartbeat.com/badge/com.vectorpanda/docs.svg?kind=uptime)](https://mcpheartbeat.com/s/com.vectorpanda/docs)

Served from https://mcpheartbeat.com.

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Connect to this server

Claude Code

claude mcp add --transport http vector-panda-documentation https://www.vectorpanda.com/mcp

Cursor .cursor/mcp.json

{
  "mcpServers": {
    "vector-panda-documentation": {
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}

VS Code .vscode/mcp.json

{
  "servers": {
    "vector-panda-documentation": {
      "type": "http",
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}