Qdrant MCP server

by avaazquezz·io.github.avaazquezz/mcp-qdrant·v1.0.1

MCP server that wraps the Qdrant vector database API as tools.

B83/100grade B

What users say

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Safety scan

B83/100

Adoption

Growing

0 stars40 downloads/wk

Reviews

Nobody has reviewed Qdrant MCP yet.

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

No tool declarations could be read from the package source. They show once the server is installed.

scanner v0.1.9 · 2026-09-20 · same rubric, same numbers if you re-run it

no findings

Code scan22 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 qualitystatic API keys via environment variables6/15
Maintenancelast push 1 days ago15/15
Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10

Overall 83/100. Components that don't apply are left out of the denominator. Any critical finding is an F.Rubric Appeal a finding JSON

claude mcp add mcp-qdrant -- uvx mcp-qdrant

Is Qdrant MCP server safe?: Mostly: it is graded B (83/100). Read the Qdrant MCP safety report
How do I install Qdrant MCP?: It runs on your machine. Copy the Claude Code, Claude Desktop or Cursor config from the install section.
Does Qdrant MCP need an API key?: Yes. The registry entry asks for QDRANT_API_KEY.
Is Qdrant MCP maintained?: The last commit was in the last day (2026-09-20). The latest release is v1.0.1.
What can I use instead of Qdrant MCP?: Servers from other publishers that do the same job: Citadel MCP server, DBHub MCP server and MCP Toolbox for Databases MCP server. Compare all Qdrant MCP alternatives.

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

Citadel
Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools
not reviewed
Growing
B
DBHub
Token-efficient database MCP server for PostgreSQL, MySQL, MariaDB, SQL Server, Oracle, SQLite
not reviewed
Widely used
A
MCP Toolbox for Databases
MCP Toolbox for Databases enables your agent to connect to your database.
not reviewed
Established
A
Neon
Official Neon MCP server for managing Neon projects and Lakebase Postgres databases.
not reviewed
Established
A
LINQ to DB
Inspect database schemas and execute SQL queries across multiple database providers with LINQ to DB.
not reviewed
Established
A

Local package. It runs on your machine, not through the gateway.

QDRANT_URLQdrant server URL, e.g. http://localhost:6333 (mutually exclusive with QDRANT_LOCAL_PATH)
QDRANT_API_KEYsecretQdrant API key, if your instance requires one
QDRANT_LOCAL_PATHPath to an embedded Qdrant instance, instead of a URL
QDRANT_MCP_TOOLSETSComma-separated toolsets to enable: core, search, payload, snapshots, observability
QDRANT_MCP_READ_ONLYBlock every tool not marked read-only

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Shows the safety grade and links back to this page. It updates itself after every scan and review.

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