io.github.tatopenn-cell/dense-evolution

dense-evolution

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

19 16 tools GitHub PyPI

No known CVEs

AGPL-3.0 license

Actively maintained

Last commit 5d ago

Works with most clients

Transport: stdio, sse, http

16 tools · ~3.1k tok

Grade C · 1.6% of 200K ctx

MCPpedia last refreshed this data 1d ago

Edit this pageView history

io.github.tatopenn-cell/dense-evolution is an MCP server that real quantum circuit simulator, VQE, molecular Hamiltonians, QM/MM forces, and MD via 21 tools. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 77/100 on MCPpedia's security, maintenance and efficiency rubric.

Other

Step 1

Install in your client

Config is the same across clients - only the file and path differ.

Supported in Claude Desktopstdio, sse, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "io-github-tatopenn-cell-dense-evolution": {
      "args": [
        "dense-evolution"
      ],
      "command": "uvx"
    }
  }
}

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[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-tatopenn-cell-dense-evolution)](https://mcppedia.org/s/io-github-tatopenn-cell-dense-evolution)

Read me

What io.github.tatopenn-cell/dense-evolution does

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

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked - your result helps other developers.

uvx 'dense-evolution' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

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Scored, not listed

Why this score

Five weighted categories - click any category to see the underlying evidence.

Score breakdown

77/100across 5 weighted dimensions

How we score →

0255075100

−23

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked dense-evolution against OSV.dev.

Inventory

Tools (16)

Click any tool to inspect its schema.

~3.1k tokens total

Community

Reviews

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Have you used this server?

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How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is io.github.tatopenn-cell/dense-evolution safe to use?: io.github.tatopenn-cell/dense-evolution has no known CVEs as of the latest MCPpedia security scan. Authentication requirements were not detected automatically - check the project's documentation before connecting in a shared environment. Licensed under AGPL-3.0.
How do I install io.github.tatopenn-cell/dense-evolution?: io.github.tatopenn-cell/dense-evolution supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can io.github.tatopenn-cell/dense-evolution do?: io.github.tatopenn-cell/dense-evolution provides 16 tools: majorana_pauli_terms, dense_evolution_energy_scan, Added, pauli_expectation, Changed and 11 more. See the full tools list on the server page for descriptions and parameters.
What AI clients work with io.github.tatopenn-cell/dense-evolution?: io.github.tatopenn-cell/dense-evolution is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.
Is io.github.tatopenn-cell/dense-evolution actively maintained?: io.github.tatopenn-cell/dense-evolution is actively maintained - last commit was 5 days ago. It has 19 GitHub stars.

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MCP Security Weekly

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Community

Discussion

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Has anyone used this with Cursor?How do you handle auth?Any alternatives?

▍ What It Is

Run up to 28 qubits in about 3 seconds, without crashing. Dense Evolution JIT-compiles statevector circuits through JAX XLA, automatically chunks and — past even that RAM ceiling — spills to disk when memory fills up, so a real simulation stays alive instead of OOM-ing.

A local Streamlit dashboard and web-based Composer editor are also included — see Composer & MCP Server below.

Frequently Asked Questions

Is io.github.tatopenn-cell/dense-evolution safe to use?

io.github.tatopenn-cell/dense-evolution has no known CVEs as of the latest MCPpedia security scan. Authentication requirements were not detected automatically - check the project's documentation before connecting in a shared environment. Licensed under AGPL-3.0.

How do I install io.github.tatopenn-cell/dense-evolution?

io.github.tatopenn-cell/dense-evolution supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What can io.github.tatopenn-cell/dense-evolution do?

io.github.tatopenn-cell/dense-evolution provides 16 tools: majorana_pauli_terms, dense_evolution_energy_scan, Added, pauli_expectation, Changed and 11 more. See the full tools list on the server page for descriptions and parameters.

What AI clients work with io.github.tatopenn-cell/dense-evolution?

io.github.tatopenn-cell/dense-evolution is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.

Is io.github.tatopenn-cell/dense-evolution actively maintained?

io.github.tatopenn-cell/dense-evolution is actively maintained - last commit was 5 days ago. It has 19 GitHub stars.

A high-performance quantum simulation toolkit Statevector/MPS engines with compilation, noise, VQE, QEC, chemistry, and agent-native tooling.

Download the Dense Evolution Dashboard (Streamlit)
Windows (.bat) · macOS / Linux (.sh)

What It Is
Install
Quick Start
Key Features
Benchmarks
Composer & MCP Server
Key Resources

▍ What It Is

📖 Full documentation, API reference, and worked examples →

A local Streamlit dashboard and web-based Composer editor are also included — see Composer & MCP Server below.

▍ Install

pip install dens

... [View full README on GitHub](https://github.com/tatopenn-cell/dense-evolution#readme)

io.github.tatopenn-cell/dense-evolution

Install in your client

What io.github.tatopenn-cell/dense-evolution does

Test This Server

Why this score

77/100across 5 weighted dimensions

Security

Tools (16)

Reviews

Frequently Asked Questions

Similar servers

Discussion

io.github.tatopenn-cell/dense-evolution

Install in your client

What io.github.tatopenn-cell/dense-evolution does

Test This Server

Table of Contents

▍ What It Is

▍ Install

Why this score

77/100across 5 weighted dimensions

Security

Tools (16)

Reviews

Frequently Asked Questions

Similar servers

Discussion

Table of Contents

▍ What It Is

▍ Install