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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. 1 436 installs a week from pypi. Last commit 20 Sep 2026.

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

Installs per day peak 1 441 · avg 449 · -30% w/w
a month agotoday
1 436
Installs / week
pypi · dense-evolution
16
Stars
3 open issues
20 Sep 2026
Last commit
0 releases in 90 days
License
Python

What the code does

We read the source, 8 h ago · rules 3dff92dd89df

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)
Runs an external command research/legacy/dash.py:29
    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)
Unsafe deserialization tools/ia_utils/rag.py:165
        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": {
      "args": [
        "dense-evolution"
      ],
      "command": "uvx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.dense-evolution]
command = "uvx"
args = ["dense-evolution"]
.cursor/mcp.json
{
  "mcpServers": {
    "dense-evolution": {
      "args": [
        "dense-evolution"
      ],
      "command": "uvx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "dense-evolution": {
      "args": [
        "dense-evolution"
      ],
      "command": "uvx"
    }
  }
}

This one needs environment variables set before it will start: 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.). The author declared them in the registry entry; get the values from the project itself.

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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 1 436 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 with the file path 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 1 436 times in the last week. Week over week that is -30%. 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?
We cannot say either way: written in Python, 16 stars on GitHub and 3 open issues, but we could not determine the licence, and without one the code is not open source by default.