Qdrant MCP server

by infoinlet-marketplace·io.github.infoinlet-marketplace/mcp-qdrant·v0.1.1

Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.

C65/100grade C

What users say

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Safety scan

C65/100

Adoption

New

43 downloads/wk

Reviews

Nobody has reviewed Qdrant yet.

If you have run it, two minutes of your experience saves the next person an afternoon.

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

qdrant_collection_info
Config + stats (vectors size/distance, points count) for a collection.
qdrant_count
Count points in a collection (optionally with a filter).
qdrant_health
Connectivity check (lists collections).
qdrant_list_collections
List all collections.
qdrant_scroll
Browse points (with payload) — no query vector needed.
qdrant_search
Vector similarity search. Provide a query vector.

scanner v0.1.9 · 2026-09-27 · same rubric, same numbers if you re-run it

no findings

Code scan4 source files scanned25/25
–Live reliabilityno gateway calls yet and no remote to proben/a
–Tool poisoningtools not inspected (local package is not executed); not countedn/a
Auth qualitylocal package, no credentials required12/15
Maintenancerepository not readable: repo not found3/15
Maintainer identityno repository or website to verify2/10

Overall 65/100. Components that don't apply are left out of the denominator. Any critical finding is an F.Rubric Appeal a finding JSON

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

Safety score: 65/100; higher than 25% of 4,460 AI and agents servers
Tools: 6; the typical AI and agents server has 6
Tools that change things: 0%; typical: 0%. Fewer write tools means less an agent can break
Downloads a week: 43; more than 35% of 1,538 AI and agents servers with a package

What its tools let an agent do: 6 read

Runs npx -y @infoinlet/mcp-qdrant on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add mcp-qdrant -- npx -y @infoinlet/mcp-qdrant

Is Qdrant MCP server safe?: With care: it is graded C, so read the findings first (65/100). Read the Qdrant safety report
How do I install Qdrant?: It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Qdrant need an API key?: Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Qdrant maintained?: The latest release is v0.1.1.
What can I use instead of Qdrant?: Servers from other publishers that do the same job: MCP AutoMem MCP server, FireCMS Cloud MCP server and three.ws Marketplace MCP server.
How does Qdrant compare with other AI and agents MCP servers?: safety score 65/100 (higher than 25% of 4,460 AI and agents servers); tools 6 (the typical AI and agents server has 6); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.

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

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