Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.
Connect Runs on your machine
claude mcp add qdrant-memory -e QDRANT_URL=<QDRANT_URL> -e QDRANT_API_KEY=<QDRANT_API_KEY> -e EMBEDDING_API_KEY=<EMBEDDING_API_KEY> -- uvx qdrant-memory-mcp==0.3.3
{
"mcpServers": {
"qdrant-memory": {
"command": "uvx",
"args": [
"qdrant-memory-mcp==0.3.3"
],
"env": {
"QDRANT_URL": "<QDRANT_URL>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"EMBEDDING_API_KEY": "<EMBEDDING_API_KEY>"
}
}
}
}
{
"mcpServers": {
"qdrant-memory": {
"command": "uvx",
"args": [
"qdrant-memory-mcp==0.3.3"
],
"env": {
"QDRANT_URL": "<QDRANT_URL>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"EMBEDDING_API_KEY": "<EMBEDDING_API_KEY>"
}
}
}
}
{
"servers": {
"qdrant-memory": {
"type": "stdio",
"command": "uvx",
"args": [
"qdrant-memory-mcp==0.3.3"
],
"env": {
"QDRANT_URL": "<QDRANT_URL>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"EMBEDDING_API_KEY": "<EMBEDDING_API_KEY>"
}
}
}
}
Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.
Tools
This server runs locally, so its tools are listed by your MCP client once it starts.
Environment variables
| Name | Description |
|---|---|
QDRANT_URLOptional | Optional remote Qdrant endpoint when configured for server/cloud mode. |
QDRANT_API_KEYOptional, secret | Optional Qdrant credential for configured remote storage. |
EMBEDDING_API_KEYOptional, secret | Optional credential for the configured embedding provider. |
Details
| Package | [email protected] (PYPI, stdio) |
| First published | 13 Nov 2026 |
| Last updated | 13 Nov 2026 |
| Registry name | io.github.cnkang/qdrant-memory |
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