Bundle

RAG & vector search stack

Build retrieval-augmented apps: four leading vector databases (Qdrant, Pinecone, Weaviate, Chroma) plus AWS Knowledge Bases — compare, prototype, and let your assistant query embeddings directly.

5 servers · created Jun 11, 2026

Install all of them at once

Drop into your claude_desktop_config.json or Cursor MCP settings. Replace the ${…} placeholders with your own values.

{
  "mcpServers": {
    "aws-kb": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-aws-kb-retrieval"
      ],
      "env": {
        "AWS_ACCESS_KEY_ID": "${AWS_KEY}",
        "AWS_SECRET_ACCESS_KEY": "${AWS_SECRET}",
        "AWS_REGION": "us-east-1"
      }
    }
  }
}

Or install one-by-one

uvx mcp-server-qdrant
npm install -g mcp-pinecone
uvx mcp-server-weaviate
uvx chroma-mcp
npm install -g @modelcontextprotocol/server-aws-kb-retrieval

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Install all of them at once

Or install one-by-one

Servers in this bundle (5)