Chroma 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.

	Chroma MCP Server Official Chroma server: create collections and run vector, full-text, and metadata search. Verified stdio (local) API key Python	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	Python	Python
Transport	stdio (local)	stdio (local)
Auth	API key	API key
GitHub stars	600	1.1k
Last commit	1 month ago	1 month ago
Verified
Actively maintained
Install	`uvx chroma-mcp --client-type persistent --data-dir /absolute/path/to/data`	`uvx mcp-server-qdrant`
Repo	Open	Open

Verdict

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

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

Add Chroma MCP Server

Install / run

uvx chroma-mcp --client-type persistent --data-dir /absolute/path/to/data

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

{
  "mcpServers": {
    "chroma-mcp-server": {
      "command": "uvx",
      "args": [
        "chroma-mcp",
        "--client-type",
        "persistent",
        "--data-dir",
        "/absolute/path/to/data"
      ]
    }
  }
}

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

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

Chroma MCP Server or Qdrant MCP Server — which is better?

Pick Chroma 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 Chroma 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 Chroma 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 Chroma MCP Server →View Qdrant MCP Server →More comparisons →