mcpbeat Sign in

Qdrant Memory MCP Server

local only

Qdrant Memory runs on your own machine — the client starts it, so there is no endpoint to ping. 1 918 installs a week from pypi. Last commit 16 Oct 2026.

Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.

Installs per day peak 551 · avg 63
a month agotoday
1 918
Installs / week
pypi · qdrant-memory-mcp
1
Stars
0 open issues
16 Oct 2026
Last commit
from GitHub
MIT
License
Python

What the code does

We read the source, 10 h ago · rules ccca72095570

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

    return subprocess.check_output(['git', '-C', str(root), *args], text=True, stderr=subprocess.DEVNULL).strip()
  const result = spawnSync(executable, args, { env, timeout, encoding: 'utf8', windowsHide: true });

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add qdrant-memory -- uvx qdrant-memory-mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "qdrant-memory": {
      "args": [
        "qdrant-memory-mcp"
      ],
      "command": "uvx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.qdrant-memory]
command = "uvx"
args = ["qdrant-memory-mcp"]
.cursor/mcp.json
{
  "mcpServers": {
    "qdrant-memory": {
      "args": [
        "qdrant-memory-mcp"
      ],
      "command": "uvx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "qdrant-memory": {
      "args": [
        "qdrant-memory-mcp"
      ],
      "command": "uvx"
    }
  }
}

This one needs environment variables set before it will start: QDRANT_URL (Optional remote Qdrant endpoint when configured for server/cloud mode.), QDRANT_API_KEY (Optional Qdrant credential for configured remote storage.), EMBEDDING_API_KEY (Optional credential for the configured embedding provider.). The author declared them in the registry entry; get the values from the project itself.

Alternatives to Qdrant Memory

same job, measured the same way
SAME - Stateless Agent Memory Engine
by sgx-labs

Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

46 installs/wk local only
Engram
by hbarefoot

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.

46 installs/wk local only
Copilot Memory MCP
by labforgedev

Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

local only
Ariel Memory
by cipher208

Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth

56 installs/wk local only
RemembrallMCP
by cdnsteve

Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.

37 installs/wk local only
memex
by ayushagrawal288

Persistent memory for AI agents — semantic + recency search, ONNX embeddings, Docker Compose.

local only
M
Memforge Memory
by volsier

Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.

9 installs/wk local only
Gnosis Memory
by gnosismemory

Persistent memory and vector search for AI agents. Hosted, OAuth-protected via Google sign-in.

answering

Qdrant Memory — questions

Answers built from our own checks of this server.

Why is there no uptime for Qdrant Memory?
Qdrant Memory runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package qdrant-memory-mcp was installed 1 918 times last week.
How do I connect Qdrant Memory?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls qdrant-memory-mcp straight from pypi; nothing to host, nothing to sign up for.
How many people use Qdrant Memory?
The pypi package qdrant-memory-mcp was installed 1 918 times in the last week. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Qdrant Memory open source?
Yes — it is published under the MIT licence, written in Python and 1 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.