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8 clients · secrets stay placeholders

JSON (mcpServers)Claude CodeCodexOpenCodeCursorVS CodeGemini CLIGoose

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

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

[mcp_servers.docs]
url = "https://www.vectorpanda.com/mcp"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "docs": {
      "type": "remote",
      "url": "https://www.vectorpanda.com/mcp",
      "enabled": true
    }
  }
}

{
  "mcpServers": {
    "docs": {
      "type": "http",
      "url": "https://www.vectorpanda.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=docs&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vd3d3LnZlY3RvcnBhbmRhLmNvbS9tY3AifQ%3D%3D"
}

{
  "servers": {
    "docs": {
      "type": "http",
      "url": "https://www.vectorpanda.com/mcp"
    }
  }
}

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

extensions:
  "docs":
    enabled: true
    name: "docs"
    type: streamable_http
    uri: "https://www.vectorpanda.com/mcp"
    timeout: 300

Quality 91 / 100strong

protocol75 · weight 25

warn
protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
n/a
protocol.statelessonly applies to 2026-07-28 servers
pass
protocol.transportstreamable HTTP
n/a
protocol.list_ttlonly applies to 2026-07-28 servers

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygiene100 · weight 30

pass
tools.descriptionsevery tool has a description
pass
tools.description_lengthdescriptions are concise
pass
tools.schemasevery tool has an object input schema
pass
tools.annotations8 of 8 tools declare readOnlyHint or destructiveHint
pass
tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
pass
tools.token_costabout 762 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump

stability100 · weight 15

pass
stability.changesno tool changes in 30 days
pass
stability.rug_pullno tool changed its meaning under the same name

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

8 tools, about 762 tokens to load them all · tool set eaded3f90bdf · checked 2026-10-19 11:27 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 80 / 100

no-repository

provenance55

liveness100

freshness85

hygiene80

+dns-namespace +website +reachable +uptime-100% ~updated-42d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://www.vectorpanda.com/mcp` streamable-http	none	yes	100%	363 ms	2025-11-25	2026-10-19

Tools (8)

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

Schemas: list_tools.

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More from com.vectorpanda

Official server.json

{
  "name": "com.vectorpanda/docs",
  "title": "Vector Panda Documentation",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://www.vectorpanda.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "websiteUrl": "https://www.vectorpanda.com/docs",
  "description": "Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks."
}