dbhub vs mcp-server-qdrant

Side-by-side comparison to help you pick between these two MCP servers.

	dbhub by bytebase	mcp-server-qdrant by qdrant
Stars	★ 2,769	★ 1,397
30d uses	—	—
Score	57	55
Official	—	—
Categories	DatabaseDeveloper ToolsOps & Infra	DatabaseAI / LLM ToolsDeveloper Tools
Language	TypeScript	Python
Last commit	1 mo ago	1 mo ago

dbhub · Summary

A zero-dependency MCP server connecting to multiple databases with token-efficient SQL tools.

mcp-server-qdrant · Summary

Official Qdrant MCP server for semantic memory storage and retrieval using vector embeddings.

dbhub · Use cases

Database exploration and schema inspection for developers
Secure SQL query execution with safety controls in CI/CD pipelines
Multi-database management and operations through a unified interface

mcp-server-qdrant · Use cases

Building AI applications with long-term memory capabilities
Code search and retrieval for development environments
Enhancing LLM applications with vector-based semantic search

dbhub · Install

Installation

**Docker:**

docker run --rm --init \   --name dbhub \   --publish 8080:8080 \   bytebase/dbhub \   --transport http \   --port 8080 \   --dsn "postgres://user:password@localhost:5432/dbname?sslmode=disable"

**NPM:**

npx @bytebase/dbhub@latest --transport http --port 8080 --dsn "postgres://user:password@localhost:5432/dbname?sslmode=disable"

**Demo Mode:**

npx @bytebase/dbhub@latest --transport http --port 8080 --demo

Claude Desktop Configuration

Add the following to your Claude Desktop configuration:

{
  "mcpServers": {
    "dbhub": {
      "command": "npx",
      "args": ["@bytebase/dbhub@latest", "--transport", "stdio"]
    }
  }
}

mcp-server-qdrant · Install

Installation Options

Using uvx

QDRANT_URL="http://localhost:6333" \
COLLECTION_NAME="my-collection" \
EMBEDDING_MODEL="sentence-transformers/all-MiniLM-L6-v2" \
uvx mcp-server-qdrant

Using Docker

docker build -t mcp-server-qdrant .
docker run -p 8000:8000 \
  -e FASTMCP_SERVER_HOST="0.0.0.0" \
  -e QDRANT_URL="http://your-qdrant-server:6333" \
  -e QDRANT_API_KEY="your-api-key" \
  -e COLLECTION_NAME="your-collection" \
  mcp-server-qdrant

Claude Desktop Configuration

Add to claude_desktop_config.json:

{
  "qdrant": {
    "command": "uvx",
    "args": ["mcp-server-qdrant"],
    "env": {
      "QDRANT_URL": "https://xyz-example.eu-central.aws.cloud.qdrant.io:6333",
      "QDRANT_API_KEY": "your_api_key",
      "COLLECTION_NAME": "your-collection-name",
      "EMBEDDING_MODEL": "sentence-transformers/all-MiniLM-L6-v2"
    }
  }
}

Comparison generated from public README + GitHub signals. Last updated automatically.