Use Statistical Mechanics Engine with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Calculates molecular partition functions for translational, rotational, vibrational, and electronic modes.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 5 capabilities
The complete Statistical Mechanics Engine capability set.
These are the exact actions your AI can choose when you ask it to work with Statistical Mechanics Engine.
01-03
3 capabilities in this set.
Part of 5 available through Statistical Mechanics Engine.
- 01
Calculate electronic partition function
Calculates the partition function for the electronic energy levels
- 02
Calculate rotational partition function
Calculates the partition function for the rotational motion of a molecule
- 03
Calculate total partition function
Aggregates all individual partition functions into a single total partition function
04-05
2 capabilities in this set.
Part of 5 available through Statistical Mechanics Engine.
- 04
Calculate translational partition function
Calculates the partition function for the translational motion of a molecule
- 05
Calculate vibrational partition function
Calculates the partition function for the vibrational modes of a molecule
Observed, not estimated
873ms average. Fast in production.
Statistical Mechanics Engine is checked daily against the live service.
- Fastest day
- 855ms
- Slowest day
- 953ms
- 14-day trend
- Improving-10%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 5 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Statistical Mechanics Engine, so you can see the experience inside your AI.
It does not authenticate your account with Statistical Mechanics Engine. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Statistical Mechanics Engine Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_eTBUcARZAvhZrbg7ZEW4wZJ3veJGRdhFI2CL4YNA/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Statistical Mechanics Engine capabilities are ready to use.
{
"mcpServers": {
"statistical-mechanics-partition-function-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_eTBUcARZAvhZrbg7ZEW4wZJ3veJGRdhFI2CL4YNA/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
FAQ
Questions Statistical Mechanics Engine owners ask.
- 01
What kind of molecular data is required?
You need to provide specific parameters such as molecular mass, container volume, rotational constants, vibrational frequencies, and electronic energy levels depending on which mode you are calculating.
- 02
How do I calculate the total partition function?
First, use the individual capabilities to find the translational, rotational, vibrational, and electronic components. Then, pass those four results into calculate_total_partition_function.
- 03
Does this account for molecular symmetry?
Yes, the calculate_rotational_partition_function capability requires a molecular symmetry number to ensure correct state counting.
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