Pinecone Developer MCP Server vs Qdrant MCP Server

A side-by-side comparison of two AI, Data & Knowledge servers — tools, transport, auth, maintenance, and copy-paste config for each.

	Pinecone Developer MCP Server Official Pinecone server: manage indexes, upsert/search records, rerank, and search Pinecone docs. Verified stdio (local) API key TypeScript	Qdrant MCP Server Official Qdrant server using a vector collection as semantic memory: store and find embeddings. Verified stdio (local) API key Python
Category	AI, Data & Knowledge	AI, Data & Knowledge
Language	TypeScript	Python
Transport	stdio (local)	stdio (local)
Auth	API key	API key
GitHub stars	500	1.1k
Last commit	1 month ago	1 month ago
Verified
Actively maintained
Install	`npx -y @pinecone-database/mcp`	`uvx mcp-server-qdrant`
Repo	Open	Open

Verdict

Pick Pinecone Developer MCP Server if you need the broadest set of tools.

Pick Qdrant MCP Server if you prefer the more popular, battle-tested option.

Add Pinecone Developer MCP Server

Install / run

npx -y @pinecone-database/mcp

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "pinecone-developer-mcp-server": {
      "command": "npx",
      "args": [
        "-y",
        "@pinecone-database/mcp"
      ],
      "env": {
        "PINECONE_API_KEY": "<your-pinecone-api-key>"
      }
    }
  }
}

Add Qdrant MCP Server

Install / run

uvx mcp-server-qdrant

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "qdrant-mcp-server": {
      "command": "uvx",
      "args": [
        "mcp-server-qdrant"
      ],
      "env": {
        "QDRANT_URL": "https://<your-cluster>.cloud.qdrant.io:6333",
        "QDRANT_API_KEY": "<your-api-key>",
        "COLLECTION_NAME": "<your-collection-name>",
        "EMBEDDING_MODEL": "sentence-transformers/all-MiniLM-L6-v2"
      }
    }
  }
}

Requires `uv` (the Python package runner). Install it from https://docs.astral.sh/uv/ if `uvx` is not found.

FAQ

Pinecone Developer MCP Server or Qdrant MCP Server — which is better?

Pick Pinecone Developer MCP Server if you need the broadest set of tools. Pick Qdrant MCP Server if you prefer the more popular, battle-tested option.

Can I use both Pinecone Developer MCP Server and Qdrant MCP Server?

Yes — MCP clients let you enable multiple servers at once. Add both configs to your client's mcpServers and use whichever tool fits the task.

Do Pinecone Developer MCP Server and Qdrant MCP Server work with Claude, Cursor and Windsurf?

Both do. Copy the per-client config below into Claude Desktop, Cursor, or Windsurf.

View Pinecone Developer MCP Server →View Qdrant MCP Server →More comparisons →