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Dense Evolution MCP Server

by tatopenn-cell Your server? Claim it
local only

Dense Evolution runs on your own machine — the client starts it, so there is no endpoint to ping. 1 300 installs a week from pypi. Last commit 8 Nov 2026.

Real quantum circuit simulator, VQE, molecular Hamiltonians, QM/MM forces, and MD via 21 tools.

Installs per day peak 660 · avg 181 · +126% w/w
a month agotoday
1 300
Installs / week
pypi · dense-evolution
19
Stars
4 open issues
8 Nov 2026
Last commit
from GitHub
AGPL-3.0
License
Python

What the code does

We read the source, 12 h ago · rules 995398eba69f

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.

Installs itself into autostart tools/installer/install-composer.sh:142
        PLIST="$HOME/Library/LaunchAgents/com.dense-evolution.composer.plist"
    page_local_path = os.path.join(dest, page_relative_path)
    subprocess.check_call([sys.executable, "-m", "pip", "install", "dense-evolution"])
Builds a database query by concatenation research/legacy/dash.py:1250
        step_update = lr * m_hat / (np.sqrt(v_hat) + epsilon)
        vectorizer = pickle.load(f)
Sends data to a third-party sink research/notebooks/dashboard_colab.ipynb:6
…nk to open it, just like a hosted app.\n\n**How to use:** Run the two cells below in order, then click the `https://xxxx.trycloudflare.com` link printed at the end of the second cell's output. No password or account needed.\n\nProject: [github.com/tatopenn-cell/Dense-Evolution](h…
    "!pip install -q -e \".[dashboard,jax]\""

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 dense-evolution -- uvx dense-evolution
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "dense-evolution": {
      "command": "uvx",
      "args": [
        "dense-evolution"
      ]
    }
  }
}
~/.codex/config.toml
[mcp_servers.dense-evolution]
command = "uvx"
args = ["dense-evolution"]
.cursor/mcp.json
{
  "mcpServers": {
    "dense-evolution": {
      "command": "uvx",
      "args": [
        "dense-evolution"
      ]
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "dense-evolution": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "dense-evolution"
      ]
    }
  }
}

Optional settings from the registry entry, left out of the block above: DENSE_EVOLUTION_KERNEL_URL (URL of the running Dense-Evolution Composer kernel. Start it first with 'dense-evolution serve' (requires the [composer] extra). Defaults to http://127.0.0.1:8800).

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Dense Evolution — questions

Answers built from our own checks of this server.

Why is there no uptime for Dense Evolution?
Dense Evolution 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 dense-evolution was installed 1 300 times last week.
How do I connect Dense Evolution?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It runs locally, so the command pulls dense-evolution straight from pypi; nothing to host, nothing to sign up for.
How many people use Dense Evolution?
The pypi package dense-evolution was installed 1 300 times in the last week. Week over week that is +126%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Dense Evolution open source?
Yes — it is published under the AGPL-3.0 licence, written in Python, 19 stars on GitHub and 4 open issues. The source link is on this page, so you can read exactly what it does with your data before you connect it.