A FastMCP server for **atomistic modeling workflows** powered by ASE, pymatgen, and modern ML interatomic potentials.
A FastMCP server for atomistic modeling workflows powered by ASE, pymatgen, and modern ML interatomic potentials. Exposed over MCP by the mcp atomictoolkit mcp server, that capability becomes something an assistant can invoke while it works, not something you go and do afterwards.
Everything the assistant can do here goes through one of these:
ready-to — call MCP tools** for common simulation tasks,file — first outputs** that are easy to inspect/reuse,deployment — ready HTTP app** with health and server-card endpointsMCP — native workflows** via FastMCP toolsRegistry — friendly endpoints** (/healthz, server card, Streamable HTTP root)build_structure_workflow — analyze_structure_workflowwrite_structure_workflow — optimize_structure_workflowsingle_point_workflow — run_md_workflowanalyze_trajectory_workflow — autocorrelation_workflowsurface — indices, layers, vacuumsupercell — size, base_structure_type, base_crystal_system, base_lattice_constant, base_kwargsbicrystal — grain_size, interface_axis, rotation_angle, rotation_axis, interface_gapSetup follows the usual MCP pattern — install or clone the server, register it in your client's configuration file, restart the client.
Among the developer tooling options, the useful question is rarely "what can it do" but "what does it cost you to run" — permissions, credentials, and how much of your context its toolset consumes. MCP Atomictoolkit's toolset — ready-to, file, deployment and 11 more — is a fair guide to whether it matches your workflow. It is maintained by xirtamesrevni; worth a glance at recent repository activity before you build anything load-bearing on it.
This entry was verified against MCP Atomictoolkit's own documentation before publication; SyncDev keeps the directory reviewed rather than auto-generated.
| Tool | What it does |
|---|---|
| ready-to | call MCP tools** for common simulation tasks, |
| file | first outputs** that are easy to inspect/reuse, |
| deployment | ready HTTP app** with health and server-card endpoints. |
| MCP | native workflows** via FastMCP tools |
| Registry | friendly endpoints** (/healthz, server card, Streamable HTTP root) |
| build_structure_workflow | analyze_structure_workflow |
| write_structure_workflow | optimize_structure_workflow |
| single_point_workflow | run_md_workflow |
| analyze_trajectory_workflow | autocorrelation_workflow |
| surface | indices, layers, vacuum |
| supercell | size, base_structure_type, base_crystal_system, base_lattice_constant, base_kwargs |
| bicrystal | grain_size, interface_axis, rotation_angle, rotation_axis, interface_gap |
| polycrystal | num_grains, grain_size, rotation_angle |
| mcp_server.py | Preserve http_app.py compatibility behavior unless intentionally changing deployment contracts. |
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Issue tracking at the speed of conversation — Linear's official hosted server with OAuth and zero install.
Local repository surgery — status, diffs, commits, branches and history for any repo on disk.
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