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Home>Explore>Qdrant MCP

Qdrant MCP

84/100
MCP Server
by Qdrant@qdrant
Apache-2.0

Official Qdrant MCP server for vector database operations, enabling AI agents to manage collections, upsert points, and perform semantic similarity searches.

Source

Review Scores

Security29/35Maintain.28/35Usability27/30
Security29/35
Maintain.28/35
Usability27/30
Evidence:
high
Reviewed Mar 25, 2026
Fresh

Reviewed Version

1.0.0

Latest Version

Unknown

Freshness

Reviewed 87 days ago.

Scores reflect the version reviewed and may change with updates.

Security Audit - No Flags Reported

Audited Mar 25, 2026

Live verification

Not verified yet — queued for a future verification pass.

Overview

When to Use

When NOT to Use

Configuration

Add to your Claude Desktop config:

uvx mcp-server-qdrant

Troubleshooting

Scenes

Tags

Used in Recipes

  • RAG Pipeline Builder(Vector database for storing and querying document embeddings)
MCP Server

Add to Claude

uvx mcp-server-qdrant

CldKit CLI

cldkit install qdrant-mcp
cldkit info qdrant-mcp

Install CLI: npm i -g @cldkit/cli

Version

1.0.0

Stars

1,300

License

Apache-2.0

Compatibility

claude-code
windsurf

Links

GitHub Source@qdrant
ai
data
vector-db
qdrant
embeddings
semantic-search