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Market around Crystal Energy

Python API and MCP server for reading CIF files, expanding molecular crystal structures, enumerating molecule pairs, and calculating deterministic lattice-energy outputs. Current preview includes a toy CPU backend; UMA, MACE, and GPU execution are not yet implemented.

Visit github.com ↗Pricing page ↗

Explore the market

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

Compare at
Crystal Energy · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
Crystal Energy doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
0th pctile
0 competing vendors
Comparable listings · 30d
—

No providers in this market have a Pro-tier plan — try another tier.

Products in this market

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

MMCP servers1Ranked by similarity
Crystal Energythis listing
● MCP
no public price
AAgents1Ranked by similarity
chem_llm
● AGENT59% similar
no public price

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