Postgres MCP vs MCP Server Qdrant

A side-by-side look at the Postgres MCP and MCP Server Qdrant MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Postgres MCP logoPostgres MCPDatabases · Local subprocess (stdio)All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks55GoodAuth: api key requiredMCP Server Qdrant logoMCP Server QdrantDatabases · Local subprocess (stdio)An official Qdrant Model Context Protocol (MCP) server implementation79GreatAuth: api key required

Verdict: choose Postgres MCP for databases work as a local process; choose MCP Server Qdrant for databases as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Postgres MCP logoChoose Postgres MCP when

  • You need dedicated capabilities in the Databases domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: API key required.
  • You have the keys it needs: DATABASE_URI.
Explore Postgres MCP

MCP Server Qdrant logoChoose MCP Server Qdrant when

  • You need dedicated capabilities in the Databases domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: API key required.
  • You have the keys it needs: QDRANT_URL, QDRANT_API_KEY, QDRANT_LOCAL_PATH, COLLECTION_NAME, EMBEDDING_PROVIDER, EMBEDDING_MODEL, QDRANT_SEARCH_LIMIT, QDRANT_READ_ONLY.
  • You want tools like information, metadata, collection_name.
Explore MCP Server Qdrant

Feature & specification comparison

Rows where the two servers differ are marked.

SpecPostgres MCP logoPostgres MCPMCP Server Qdrant logoMCP Server Qdrant
CategoryDatabasesDatabases
Quality signal55/100 · Good79/100 · Great
Install commandConfirmedConfirmed
TransportLocal subprocess (stdio)Local subprocess (stdio)
AuthAPI key requiredAPI key required
PricingFreeFree
Required env varsDATABASE_URIQDRANT_URLQDRANT_API_KEYQDRANT_LOCAL_PATHCOLLECTION_NAMEEMBEDDING_PROVIDEREMBEDDING_MODELQDRANT_SEARCH_LIMITQDRANT_READ_ONLY
Verified ownerCommunity listing Verified
GitHub stars3,4101,551
Directory activity 3 views 0 installs 0 upvotes 6 views 0 installs 0 upvotes
ToolsNot listed4

Tools & capabilities

Postgres MCP tools

No tool names declared yet. Check the project README from the listing page.

MCP Server Qdrant tools 4

  • information
  • metadata
  • collection_name
  • query

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Postgres MCP

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "crystaldba-postgres-mcp": {
      "command": "uvx",
      "args": [
        "postgres-mcp"
      ],
      "env": {
        "DATABASE_URI": "YOUR_DATABASE_URI_HERE"
      }
    }
  }
}

MCP Server Qdrant

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "qdrant-mcp-server-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-server-qdrant"
      ],
      "env": {
        "QDRANT_URL": "YOUR_QDRANT_URL_HERE",
        "QDRANT_API_KEY": "YOUR_QDRANT_API_KEY_HERE",
        "QDRANT_LOCAL_PATH": "YOUR_QDRANT_LOCAL_PATH_HERE",
        "COLLECTION_NAME": "YOUR_COLLECTION_NAME_HERE",
        "EMBEDDING_PROVIDER": "YOUR_EMBEDDING_PROVIDER_HERE",
        "EMBEDDING_MODEL": "YOUR_EMBEDDING_MODEL_HERE",
        "QDRANT_SEARCH_LIMIT": "YOUR_QDRANT_SEARCH_LIMIT_HERE",
        "QDRANT_READ_ONLY": "YOUR_QDRANT_READ_ONLY_HERE"
      }
    }
  }
}

Frequently asked questions

Postgres MCP is categorized under Databases and uses a local stdio subprocess. MCP Server Qdrant belongs to Databases and uses a local stdio subprocess. Pick Postgres MCP for databases work and MCP Server Qdrant for databases.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

Postgres MCP is listed as free. Auth: api key required. MCP Server Qdrant is listed as free. Auth: api key required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add crystaldba-postgres-mcp and qdrant-mcp-server-qdrant as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Postgres MCP has a quality signal of 55/100 (Good) with 3 views, 0 installs and 3,410 GitHub stars. MCP Server Qdrant has 79/100 (Great) with 6 views, 0 installs and 1,551 GitHub stars.