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Vector Panda Documentation MCP server

online · 100% uptime
by vectorpanda.com·com.vectorpanda/docs·v1.0.0
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Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.

B75/100grade B
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Safety scan
B75/100

full report

Adoption
New

Little public usage data yet

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Vector Panda Documentation tools (8)

write = sends, deletes, buys or posts
  • compare_storage_tiersFree

    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_operationFree

    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_methodologyFree

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

  • get_pricingFree

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

  • get_quickstartFree

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

  • list_supported_formatsFree

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

  • read_docFree

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

  • search_docsFree

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

Public scan report

scanner v0.1.10 · 2026-10-15 · same rubric, same numbers if you re-run it

1 low
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 808ms20/20
  • Tool poisoning8 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenanceno repository listed3/15
  • Maintainer identityendpoint served from the registry-verified namespace domain8/10

Findings (1)

  • lowNo source repository listedmaint.no-repo
Overall 75/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Vector Panda Documentation compares

Against every graded Productivity MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
75/100
higher than 40% of 1,301 Productivity servers
Tools
8
the typical Productivity server has 7
Tools that change things
0%
typical: 0%. Fewer write tools means less an agent can break
Uptime
100%
of our recent checks; the typical remote Productivity server answers 100%
Response time
626 ms
faster than 24% of 656 Productivity servers

What its tools let an agent do: 8 read

Install Vector Panda Documentation in Claude Code, Cursor or VS Code

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

Grade history

  • 2026-10-15restoreC → Bscore 75: No source repository listed

Vector Panda Documentation: common questions

Is Vector Panda Documentation MCP server safe?
Mostly: it is graded B (75/100). Read the Vector Panda Documentation safety report
How do I install Vector Panda Documentation?
It runs remotely at www.vectorpanda.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Vector Panda Documentation need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Vector Panda Documentation maintained?
The latest release is v1.0.0.
Is Vector Panda Documentation up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of Vector Panda Documentation?
Servers from other publishers that do the same job: classifier.dev docs MCP server, Docs MCP server and AI Agents API Library MCP server.
How does Vector Panda Documentation compare with other Productivity MCP servers?
safety score 75/100 (higher than 40% of 1,301 Productivity servers); tools 8 (the typical Productivity server has 7); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

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