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Market around Auto-LAMMPS MCP

MCP server for agent-driven materials simulations with LAMMPS. It creates scientific scripts, manages durable research tasks, runs jobs locally or through Slurm, monitors execution, recovers failures, and supports result analysis and handoff.

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Explore the market

Prices and medians update for the tier you select. Caution: thin market — treat statistics as indicative.

Compare at
Auto-LAMMPS MCP · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Auto-LAMMPS MCP doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
20th pctile
19 competing vendors
Comparable listings · 30d
—
Price spectrum · Pro plans · 1 of 1 providers priced · log scale · $29 → $29/mo
MCP servers◻ shaded = middle 50% · line = median (all types)Auto-LAMMPS MCP has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches Auto-LAMMPS MCP's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

OOther1Ranked by similarity
Auto-LAMMPS MCPthis listing
● OTHER
no public price
MMCP servers8Ranked by similarity
Ursa Bifrost
● MCP75% similar
no public price
LS-DYNA MCP
● MCP75% similar
no public price
Lmstudio
● MCP73% similar
no public price
Stk
● MCP72% similar
no public price
PETSc MCP Servers
● MCP72% similar
no public price
LSD-MCP
● MCP71% similar
no public price
SciMath MCP
● MCP70% similar
no public price
Mcp Python Interpreter
● MCP70% similar
no public price
AAgents1Ranked by similarity
Engineering Run Agent
● AGENT70% similar
no public price

Thin market — few comparable priced products; treat statistics as indicative.