mdengine-mcp
README.md
# MDEngine
*by ForceField Silicon*
A molecular-dynamics workbench with a LAMMPS MCP server for Claude and other agents: a native
macOS Metal trajectory viewer, a command-line tool, and an MCP server that inspects trajectories
and runs LAMMPS simulations as detached background jobs. The hosted tier runs the same jobs on a
GPU: Claude sends a deck to the molecular dynamics MCP server at api.forcefieldsilicon.com and
gets the results back, with nothing to install.
**Start here**
- Claude Code: `claude mcp add --transport http mdengine-cloud https://api.forcefieldsilicon.com/mcp`
- claude.ai: add a custom connector with the URL `https://api.forcefieldsilicon.com/mcp`
- Claude Desktop: install the `.mcpb` bundle from the [GitHub release](https://github.com/forcefieldsilicon/mdengine/releases)
- Your key comes with a credit pack at https://forcefieldsilicon.com/mdengine
- Campaign guides for mineral processing and protein work: https://github.com/forcefieldsilicon/mdengine-plugins
> **Status: 0.7.1 released.** Signed and notarized macOS app, command-line tool, Claude Desktop
> bundle, and the hosted GPU tier. Release notes: https://github.com/forcefieldsilicon/mdengine/releases
## Parts
| Product | What it is |
|---|---|
| **MDEngine.app** | Metal viewer — orbit / pan / zoom camera, trajectory timeline with 20%/5% tick marks, CPK element colours, XYZ / extended-XYZ, live settings |
| **mdengine-cli** | `info` / `export` / `decimate` / `run` on trajectories and decks |
| **mdengine-mcp** | MCP stdio server — trajectory tools plus a detached LAMMPS job runner (`submit_lammps` / `job_status` / `job_log` / `list_jobs` / `cancel_job`) |
## Build
Requires macOS 14+ and Xcode command-line tools. LAMMPS (`brew install lammps`)
is needed only for `run` / `submit_lammps`.
```sh
swift build -c release # all three products
./scripts/make_app.sh # assemble + install /Applications/MDEngine.app
```
## Bundled examples
| Example | What it shows |
|---|---|
| `lj_melt.xyz` / `lj_melt.in` | Lennard-Jones argon melt — the minimal smoke test |
| `fe_oxidation.xyz` / `fe_oxidation.in` | ReaxFF iron oxidation: a bcc Fe slab meeting O₂ gas, using `ffield.reax.Fe_O_C_H` from the LAMMPS distribution |
Trajectory readers are safe on **in-flight dumps** — a file a running
simulation is still writing parses to its complete frames, so you can inspect
a run mid-flight. Rows with non-finite (NaN/inf) coordinates are dropped.
Both decks are ready inputs for `mdengine run` and `submit_lammps`. Bare
force-field names resolve automatically: if `$LAMMPS_POTENTIALS` is unset,
MDEngine derives it from the LAMMPS install.
## MCP server
`mdengine-mcp` is a dependency-free MCP stdio server, listed in the
[MCP Registry](https://registry.modelcontextprotocol.io) as
`com.forcefieldsilicon/mdengine` (`server.json` in this repo). Each release ships a
signed macOS [MCP Bundle](https://github.com/modelcontextprotocol/mcpb)
(`mdengine-mcp-<version>-macos-arm64.mcpb`): double-click it to install in Claude
Desktop, or unpack it (`mcpb unpack`) for any other client. Built from source, register
with Claude Code:
```sh
claude mcp add mdengine /path/to/.build/release/mdengine-mcp
```
or in Claude Desktop's `claude_desktop_config.json`:
```json
{ "mcpServers": { "mdengine": { "command": "/path/to/.build/release/mdengine-mcp" } } }
```
| Tool | Does |
|---|---|
| `trajectory_info` | Frames, atom counts, per-atom fields, elements, bbox, charge range |
| `z_profile` | Deposition/oxidation depth analysis: substrate surface plane, probe penetration depths (min/mean/max), at-surface & in-flight counts, bound-probe charge, z histogram |
| `render_video` | Trajectory → MP4 (H.264) or animated GIF via the Metal renderer: camera angles, stride, cinematic orbit, baked scale-bar/frame annotations, per-element `colors`/`sizes`, `style: "contrast"` auto-visibility |
| `render_image` | One frame → PNG with the same camera/style options — lets an agent *see* a simulation state |
| `export_frame` | One frame → XYZ; `charges: true` → extended-XYZ with the q column |
| `decimate` | Keep every Nth frame (final frame always kept) |
| `submit_lammps` | Detached LAMMPS job: survives the server exiting and machine display-sleep (`caffeinate`), exit code recorded unattended |
| `job_status` / `job_log` | State + live thermo tail / raw log tail |
| `job_files` | Locate a finished job's outputs (run dir + bookkeeping dir) |
| `list_jobs` / `cancel_job` | Registry under `~/.mdengine/jobs/` / SIGTERM a run (state becomes `cancelled`) |
| `list_hosts` | Execution hosts from `~/.mdengine/hosts.json` and which is the default |
| `fetch_job` | Pull a remote job's run directory (dumps, data) + logs into the local job dir under `results/` |
| `run_lammps` | Synchronous run for short tests only |
| `buy_credits` | Opens the credit page to top up the hosted GPU key |
### Hosted GPU tier over MCP (no install)
The same jobs are reachable from **any MCP client that speaks HTTP** — Claude Code, Claude.ai
custom connectors, Cursor, Goose — via the hosted endpoint's Streamable HTTP server:
```sh
claude mcp add --transport http mdengine-cloud https://api.forcefieldsilicon.com/mcp
```
Sign in when the client asks (OAuth 2.1: a consent page where you paste your API key once; the
client keeps a token, the key stays with you). Scripted clients may instead send the key directly
as `--header "Authorization: Bearer mde_YOUR_KEY"`. The key comes with a prepaid credit pack
([forcefieldsilicon.com/mdengine](https://forcefieldsilicon.com/mdengine)). `initialize` and
`tools/list` work without signing in; tool calls without a credential return 401 with the OAuth
**Windows and Linux.** The hosted tier is the supported path on both, and it is the full paid
product: every tool below works from Claude Code on Windows exactly as on a Mac. In PowerShell,
register at user scope so the server follows you into every folder, then sign in once:
```powershell
claude mcp add --scope user --transport http mdengine-cloud https://api.forcefieldsilicon.com/mcp
```
Start `claude`, type `/mcp`, pick `mdengine-cloud`, choose Authenticate, and paste the key on the
browser consent page (never into the chat). Decks written on Windows (CRLF line endings) are
accepted as-is. The local viewer, renderer and CPU job runner are macOS-only today; a Windows/Linux
local build is planned and demand decides its order, so say so if you need it.
discovery pointer, which is what makes clients offer the sign-in. Tools: `account`, `capabilities`, `preflight_deck`, `submit_job` (deck inline, ≤ 8 MB),
`create_job` + `start_job` (big decks via presigned PUT), `job_status`, `job_log`,
`job_results`, `list_jobs`, `delete_results`, `cancel_job` (12 tools). Discovery card:
`https://api.forcefieldsilicon.com/.well-known/mcp/server-card.json`. The hosted service (endpoint, billing, GPU launcher) is operated by ForceField Silicon and its
source is not part of this repository; the client side of it (`HostedClient`, CLI `run --gpu`,
MCP `host=cloud`) is here under the same license as everything else.
**Preflight before spend (GJOB-118).** `GET /v1/capabilities` publishes the hosted image's LAMMPS
version, packages and every style with a `gpu` flag: true = KOKKOS-accelerated, false = the style
exists but runs on the pod's CPU cores at the GPU rate. Every client checks a deck against it first —
`mdengine capabilities deck.in`, the app's Run Accelerated, `submit_lammps host=cloud`, the hosted
`submit_job` — refusing a deck whose styles the image lacks (LAMMPS would exit at startup) and warning
when the pair style has no `/kk` variant (the run would not use the GPU). `--force` / `force=true`
overrides; the server only advises (`preflight` in the start response), it never blocks.
Troubleshooting the hosted connector:
| Symptom | Cause / fix |
|---|---|
| Client says authentication required / 401 | Use the client's sign-in (OAuth) and paste your `mde_…` key on the consent page, or add the header `Authorization: Bearer mde_…`. Keys are issued at purchase and shown once. |
| Consent page says the key was not recognised | Keys are `mde_` + 32 hex characters; a revoked key no longer works. `mdengine account` prints the balance for a saved key. |
| "insufficient balance" | Top up at forcefieldsilicon.com/mdengine; submissions need credit for at least 15 min at the GPU rate. |
| "gpu_runners_open_soon" (503) | Runners are temporarily closed; credits are safe. |
| HTTP 429 | Too many keyless requests from one IP; add the key or slow down. |
| `job_results` says results unavailable | Files were deleted by `delete_results`, the run produced none, or the 30-day purge ran. |
| Job `failed` with `runner_error` / `lammps_error` | The deck itself failed; `job_results` (if present) or `job_log` holds the LAMMPS error text. |
| Job `failed` with `pod_lost` / `no_capacity` / `launch_timeout` / `gpu_unavailable` | Infrastructure (pod died, no GPU stock, a pod that never came up, or the host handed the pod no CUDA device); never billed, relaunched once automatically. Resubmit if it still fails. |
Jobs run in the deck's own directory (relative `read_data` paths work) and
launch with `-sf omp -pk omp N` so the OPENMP package is actually engaged;
`$LAMMPS_POTENTIALS` is derived from the LAMMPS install when unset.
## Remote hosts (run on your own Linux / GPU box)
The job runner can execute on another machine with the **same tool contract**:
declare hosts in `~/.mdengine/hosts.json` and pass `host` to `submit_lammps`
(or set a `default`). The deck's directory is rsynced up (trajectories,
checkpoints and logs excluded), LAMMPS starts under `nohup` with its exit code
recorded remotely, and `job_status` / `job_log` / `job_files` / `cancel_job`
work unchanged; `fetch_job` brings results back for `trajectory_info`,
`z_profile` and the renderers.
```json
{
"default": "gpu1",
"hosts": {
"gpu1": {
"ssh": "me@gpu1.example.net",
"workdir": "~/mdengine-jobs",
"lmp": "/usr/local/bin/lmp",
"threads": 8,
"launch": "{lmp} -in {input} -k on g 1 -sf kk -pk kokkos newton on neigh half -log {log}"
}
}
}
```
`ssh` is anything `ssh` accepts (key-based, non-interactive); `lmp` must be an
absolute path (login PATH is not available over ssh); `launch` is optional —
the default is the OpenMP form, and a GPU host is simply one whose template
carries the KOKKOS flags. A remote deck must be self-contained within its own
directory. The same trust model as local runs applies, on the remote machine.
## Platform & limits
macOS 14+ (Apple Silicon or Intel). Trajectories are loaded whole into memory
— files over 2 GB are refused with guidance to decimate or split first.
## Security note
**Running a LAMMPS input executes whatever the deck says.** LAMMPS decks are
programs, not data — they can invoke arbitrary shell commands (LAMMPS has a
literal `shell` command). Treat a deck from someone else exactly like a shell
script: read it before running it.
This applies doubly to the MCP server: **an AI agent connected to
`mdengine-mcp` can submit decks, and a submitted deck runs with your user's
full privileges on this machine.** That is the same trust model as any local
dev tool (an agent that can run `make` can run anything), but be deliberate
about which decks — and which agents — you hand to the job runner. Sandboxed
execution (containers, no network, resource caps) is how a future hosted tier
makes running untrusted decks safe; the local server does not sandbox.
## Privacy
The local tools collect nothing; see [PRIVACY.md](PRIVACY.md), which also covers the
hosted GPU tier.
## License
Business Source License 1.1 (BUSL-1.1), © 2026 Gitinama Inc. (ForceField Silicon). See `LICENSE`.
In short: you may read, copy, modify and redistribute MDEngine, and you may use it in
production for your own research, engineering or commercial work, on your own machines or
on machines you rent. The one thing the license withholds is offering MDEngine itself, or a
service whose value comes mainly from it, to third parties as a hosted, managed or embedded
service. Each version converts to the Mozilla Public License 2.0 four years after its first
public release. Versions 0.7.0 and earlier were released under MIT and stay MIT.
Other arrangements: arvand@gitinama.tech.
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