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.
We read the source, 8 h ago · rules 3dff92dd89df
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.
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"])
step_update = lr * m_hat / (np.sqrt(v_hat) + epsilon)
vectorizer = pickle.load(f)
…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.
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.
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.
claude mcp add dense-evolution -- uvx dense-evolution
{
"mcpServers": {
"dense-evolution": {
"args": [
"dense-evolution"
],
"command": "uvx"
}
}
}
[mcp_servers.dense-evolution]
command = "uvx"
args = ["dense-evolution"]
{
"mcpServers": {
"dense-evolution": {
"args": [
"dense-evolution"
],
"command": "uvx"
}
}
}
{
"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.
MCP tools for CRUMB artifacts and Logisim-evolution analysis and non-interactive simulation.
241 RF & electronics calculators + 13 simulation tools for AI agents.
PK serum simulation, reconstitution math and compound data for agents. Paid tools $0.01 via x402.
28 pay-per-event tools for regulatory, sanctions, procurement, and corporate-registry monitoring.
MCP tools for TON Sites, TON DNS and TON Storage.
Local quantum error correction tools; decoder output verified against H c = s (mod 2).
Monte Carlo tools: three-point cost estimation and an educational retirement drawdown simulator.
MCP server for Ansys engineering simulations — CFD, FEA, meshing, and post-processing. 24 tools.
Answers built from our own checks of this server.