MCP server exposing the full Qdrant vector database API as 49 tools: hybrid search, snapshots, observability. Read-only guard, SSRF protection. PyPI, Docker, MIT.
Setup
Choose your client, copy the config, then fill in any required environment variables.
claude mcp add qdrant --env QDRANT_API_KEY='<QDRANT_API_KEY>' -- uvx mcp-qdrant~/.codex/config.toml
[mcp_servers.qdrant]
command = "uvx"
args = ["mcp-qdrant"]
env = { QDRANT_API_KEY = "<QDRANT_API_KEY>" }
# codex mcp add qdrant --env QDRANT_API_KEY='<QDRANT_API_KEY>' -- uvx mcp-qdrant~/.cursor/mcp.json
{
"mcpServers": {
"qdrant": {
"command": "uvx",
"args": [
"mcp-qdrant"
],
"env": {
"QDRANT_API_KEY": "<QDRANT_API_KEY>"
}
}
}
}.vscode/mcp.json
{
"servers": {
"qdrant": {
"type": "stdio",
"command": "uvx",
"args": [
"mcp-qdrant"
],
"env": {
"QDRANT_API_KEY": "<QDRANT_API_KEY>"
}
}
}
}~/.gemini/settings.json
{
"mcpServers": {
"qdrant": {
"command": "uvx",
"args": [
"mcp-qdrant"
],
"env": {
"QDRANT_API_KEY": "<QDRANT_API_KEY>"
}
}
}
}claude_desktop_config.json
{
"mcpServers": {
"qdrant": {
"command": "uvx",
"args": [
"mcp-qdrant"
],
"env": {
"QDRANT_API_KEY": "<QDRANT_API_KEY>"
}
}
}
}.trae/mcp.json
{
"mcpServers": {
"qdrant": {
"command": "uvx",
"args": [
"mcp-qdrant"
],
"env": {
"QDRANT_API_KEY": "<QDRANT_API_KEY>"
}
}
}
}Environment variables
QDRANT_API_KEY
Replace the placeholders with your own credentials and keep them out of version control.