Dense Evolution MCP Server

A high-performance quantum simulation toolkit Statevector/MPS engines with compilation, noise, VQE, QEC, chemistry, and agent-native tooling. It runs locally over stdio via the published package.

People connecting developer tools tools to Claude, Cursor, VS Code, or another MCP client. The project is written in Python.

VERIFIED ACTIVE

LAST COMMIT 2026-08-24 · ★ 13 · #20 OF 139 MAINTAINED DEVELOPER TOOLS · VERIFIED 2026-08-25

NOASSERTION · Python servers · how we verify → /methodology

01 · Install Dense Evolution

Claude Code

claude mcp add tatopenn-cell-dense-evolution -- uvx dense-evolution

Claude Desktop / Cursor / VS Code - add to config

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

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as local process (stdio) - runs on your machine with your user's permissions

license no standard license detected - usage rights unclear; check the repo before commercial use

pypi package dense-evolution - check the name against the project README before installing (PyPI has no namespace ownership)

registry namespace io.github.tatopenn-cell is GitHub-verified and matches the repo owner

03 · What Dense Evolution can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

Latest releases

v8.1.67 · 2026-08-23

New · continuous_pulse_evolve / continuous_dissipative_evolve - JAX-native (jax.lax.scan) time-dependent coherent and dissipative evolution, no growing Python-side gate list · amplitude_damping_channel - single-qubit…

v8.1.66 · 2026-08-22

README/docs fixes from #117/#118 (healing trigger_mode documentation, sparse ground-state solver, auto-JIT dispatch, device-aware Anti-OOM engine) packaged into a tagged release.

v8.1.65 · 2026-08-22

get_dynamic_chunk/SafeMemoryGuard now read the compute device's own memory instead of always host RAM -- correct on CPU (the device is the host), wrong on GPU/TPU, where chunk sizing was computed off host RAM while the…

04 · Who maintains Dense Evolution

Dense Evolution is maintained by tatopenn-cell. It's the only MCP server we track from this author; the repo dates to May 2026.

05 · Facts

repository: github.com/tatopenn-cell/dense-evolution
category: developer tools - ranked #20 of 139 actively-maintained developer tools servers as of 2026-08-25.
release cadence: 10+ releases in the last 90 days (latest 2026-08-23)
registry: io.github.tatopenn-cell/dense-evolution (active, first published 2026-08-08)
packages: pypi:dense-evolution

06 · Dense Evolution FAQ

What is Dense Evolution?

A high-performance quantum simulation toolkit Statevector/MPS engines with compilation, noise, VQE, QEC, chemistry, and agent-native tooling. It runs locally over stdio via the published package.

Is Dense Evolution still maintained?

Yes - as of 2026-08-25, its last commit was 2026-08-24 and it shipped 10+ releases in the last 90 days. We re-verify nightly.

How do I install Dense Evolution?

Run `uvx dense-evolution`. You can also paste the ready-made client config above.

Does Dense Evolution run locally?

Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.

07 · Alternatives to Dense Evolution

Alternatives to Dense Evolution

Maintained developer tools servers if Dense Evolution isn't the fit.

Pairs well with

Servers that cover what Dense Evolution doesn't - only shown when the pairing reason fits the companion.

More developer tools MCP servers · Overllm · Writing Style Checker · Fw Context MCP · Review Assist MCP

More Python MCP servers · AkTools Pro MCP Server · Biel AI · Asuswrt MCP · Telemem · Searchpin - Free Web Search for AI Agents · see all