mcp-server-qdrant vs pg-aiguide

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

	mcp-server-qdrant by qdrant	pg-aiguide by timescale
Stars	★ 1,397	★ 1,729
30d uses	—	—
Score	55	55
Official	—	—
Categories	DatabaseAI / LLM ToolsDeveloper Tools	DatabaseDeveloper ToolsAI / LLM Tools
Language	Python	Python
Last commit	1 mo ago	this month

mcp-server-qdrant · Summary

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

pg-aiguide · Summary

MCP server providing PostgreSQL expertise, semantic search, and best practices for AI coding tools.

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

pg-aiguide · Use cases

Improving PostgreSQL code generation in AI coding assistants
Providing semantic search for PostgreSQL documentation
Implementing best practices for database schema design

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"
    }
  }
}

pg-aiguide · Install

Installation Options

**As an MCP Server:** Add the public MCP server to your client configuration:

{
  "mcpServers": {
    "pg-aiguide": {
      "url": "https://mcp.tigerdata.com/docs"
    }
  }
}

**As Claude Plugin:**

claude plugin marketplace add timescale/pg-aiguide
claude plugin install pg@aiguide

**Using npx skills:**

npx skills add timescale/pg-aiguide --skill postgres

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