Qdrant Memory
Rank #5,323io.github.cnkang/qdrant-memory
Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.
What you can do with Qdrant Memory
Qdrant Memory is a Model Context Protocol (MCP) server published by cnkang. It ranks #5,323 of 164,084 active servers on MCP Toplist, and its repository has 1 GitHub stars. Qdrant Memory is listed on Official MCP, with 11 tracked versions. It was first listed on Oct 13, 2026 and most recently updated on Oct 29, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What Qdrant Memory can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Qdrant Memory
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by the Official MCP Registry, last synced Oct 30, 2026. Not independently verified by MCP Toplist.
- QDRANT_URL · optional
- QDRANT_API_KEY · optional
- EMBEDDING_API_KEY · optional
Connect Qdrant Memory and confirm it works
claude mcp add qdrant-memory -e "QDRANT_URL=<your QDRANT_URL>" -e "QDRANT_API_KEY=<your QDRANT_API_KEY>" -e "EMBEDDING_API_KEY=<your EMBEDDING_API_KEY>" -- uvx qdrant-memory-mcp mcpReplace each placeholder with your own value before saving.
[mcp_servers.qdrant-memory]
command = "uvx"
args = ["qdrant-memory-mcp", "mcp"]
[mcp_servers.qdrant-memory.env]
QDRANT_URL = "<your QDRANT_URL>"
QDRANT_API_KEY = "<your QDRANT_API_KEY>"
EMBEDDING_API_KEY = "<your EMBEDDING_API_KEY>"Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"qdrant-memory": {
"command": "uvx",
"args": [
"qdrant-memory-mcp",
"mcp"
],
"env": {
"QDRANT_URL": "<your QDRANT_URL>",
"QDRANT_API_KEY": "<your QDRANT_API_KEY>",
"EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>"
}
}
}
}Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.
{
"mcpServers": {
"qdrant-memory": {
"command": "uvx",
"args": [
"qdrant-memory-mcp",
"mcp"
],
"env": {
"QDRANT_URL": "<your QDRANT_URL>",
"QDRANT_API_KEY": "<your QDRANT_API_KEY>",
"EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>"
}
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.
{
"servers": {
"qdrant-memory": {
"type": "stdio",
"command": "uvx",
"args": [
"qdrant-memory-mcp",
"mcp"
],
"env": {
"QDRANT_URL": "<your QDRANT_URL>",
"QDRANT_API_KEY": "<your QDRANT_API_KEY>",
"EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>"
}
}
}
}Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"qdrant-memory": {
"command": "uvx",
"args": [
"qdrant-memory-mcp",
"mcp"
],
"env": {
"QDRANT_URL": "<your QDRANT_URL>",
"QDRANT_API_KEY": "<your QDRANT_API_KEY>",
"EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>"
}
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"qdrant-memory": {
"command": "uvx",
"args": [
"qdrant-memory-mcp",
"mcp"
],
"env": {
"QDRANT_URL": "<your QDRANT_URL>",
"QDRANT_API_KEY": "<your QDRANT_API_KEY>",
"EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>"
}
}
}
}Replace each placeholder with your own value before saving.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
What changed, and when this was checked
- First listed
- Oct 13, 2026
- Latest version published
- Oct 29, 2026
- Version history
- 11 versions tracked (below)
- Requirements evidence
- Declared by the Official MCP Registry, last synced Oct 30, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 29, 2026
- Official MCP ↗listed since Oct 13, 2026 · still listed
Do you maintain Qdrant Memory? to correct or enrich this profile.
Available versions (11)
| Version | Published |
|---|---|
| 0.2.6 | Oct 29, 2026 |
| 0.2.5 | Oct 24, 2026 |
| 0.2.4 | Oct 23, 2026 |
| 0.2.3 | Oct 23, 2026 |
| 0.2.2 | Oct 19, 2026 |
| 0.2.1 | Oct 18, 2026 |
| 0.2.0 | Oct 18, 2026 |
| 0.1.4 | Oct 16, 2026 |
| 0.1.3 | Oct 15, 2026 |
| 0.1.2 | Oct 14, 2026 |
| 0.1.1 | Oct 13, 2026 |
Ranks ahead of 158,761 of 164,084 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/io.github.cnkang%2Fqdrant-memory)<a href="https://mcptoplist.com/server/io.github.cnkang%2Fqdrant-memory"><img src="https://mcptoplist.com/badge/io.github.cnkang%2Fqdrant-memory.svg" alt="MCP Toplist: Top 5% of 164,084" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Qdrant Memory?
- Qdrant Memory is maintained by cnkang, which publishes 1 MCP server (11 total versions) tracked on MCP Toplist.
- Is Qdrant Memory listed on the Official MCP Registry?
- Yes — Qdrant Memory is listed on the Official MCP Registry.
- How many versions does Qdrant Memory have?
- MCP Toplist tracks 11 versions of Qdrant Memory, most recently published on Oct 29, 2026.
- Where can I find the source code for Qdrant Memory?
- The source code for Qdrant Memory is hosted at github.com/cnkang/qdrant-memory-mcp.
Do you run this server?
Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.