MCP.Market

Vector Panda MCP server

online · 100% uptime
by vectorpanda.com·com.vectorpanda/database·v1.1.0
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Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.

B77/100grade B
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Safety scan
B77/100

full report

Adoption
New

Little public usage data yet

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Vector Panda tools

Tool list not cached yet. `describe` through the gateway fetches it live.

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 309ms (auth required)20/20
  • –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
  • Auth qualityOAuth resource metadata advertised on 40115/15
  • Maintenanceno repository listed3/15
  • Maintainer identityendpoint served from the registry-verified namespace domain8/10

Findings (1)

  • lowNo source repository listedmaint.no-repo
Overall 77/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Vector Panda compares

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

Safety score
77/100
higher than 40% of 802 Databases servers
Uptime
100%
of our recent checks; the typical remote Databases server answers 100%
Response time
582 ms
faster than 18% of 292 Databases servers

Install Vector Panda in Claude Code, Cursor or VS Code

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

Vector Panda: common questions

Is Vector Panda MCP server safe?
Mostly: it is graded B (77/100). Read the Vector Panda safety report
How do I install Vector Panda?
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 need an API key?
No key to paste: it signs you in with OAuth when your client connects.
Is Vector Panda maintained?
The latest release is v1.1.0.
Is Vector Panda 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?
Servers from other publishers that do the same job: CogniCore MCP server, Appwrite MCP server and Airtable MCP server.
How does Vector Panda compare with other Databases MCP servers?
safety score 77/100 (higher than 40% of 802 Databases servers); uptime 100% (of our recent checks; the typical remote Databases server answers 100%); response time 582 ms (faster than 18% of 292 Databases servers). Full comparison.

Alternatives to Vector Panda

Same job from other publishers: the closest match first, then the best rated.

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  • Appwrite
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  • Airtable
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  • ArcadeDB MCP Server
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