Vector Panda MCP server
Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.
B70/100grade B
Adoption
New
Little public usage data yet
Reviews
Write oneNobody has reviewed Vector Panda yet.
If you have run it, two minutes of your experience saves the next person an afternoon.
Vector Panda tools
Tool list not cached yet. `describe` through the gateway fetches it live.
Public scan report
scanner v0.1.9 · 2026-09-20 · same rubric, same numbers if you re-run it
1 low
- –Code scanremote-only server, no package to scann/a
- Live reliabilityremote reachable in 175ms (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 identityverified namespace with website, no repo4/10
Findings (1)
- lowNo source repository listed
maint.no-repo
Overall 70/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON
Install directly
claude mcp add --transport http database https://www.vectorpanda.com/api/mcp
Vector Panda: common questions
- Is Vector Panda MCP server safe?
- Mostly: it is graded B (70/100). Read the Vector Panda safety report
- How do I install Vector Panda?
- It runs remotely at www.vectorpanda.com. Add it to Claude Code, Claude Desktop or Cursor 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 5 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: LINQ to DB MCP server, Rebase MCP server and Januscope MCP server. Compare all Vector Panda alternatives.
Alternatives to Vector Panda
Same job from other publishers: the closest match first, then the best rated.
- LINQ to DBInspect database schemas and execute SQL queries across multiple database providers with LINQ to DB.not reviewedEstablishedA
- RebaseSchema, database, document, user and dev-server tools for a Rebase backend project.not reviewedGrowingB
- JanuscopeLocal MCP proxy for tool restrictions, response redaction, audit logs, and database schema context.not reviewedGrowingA
- CitadelEncrypted-first embedded database with vector search and agent memory, exposed as MCP toolsnot reviewedGrowingB
GrainRun SQL queries and inspect database schemas through safe, visible MCP tools.not reviewedGrowingB
