
Connect Battery Capacity Calculator to ChatGPT and Claude
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Determine the true limits of electrochemical energy storage.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Battery Capacity Calculator.
- 01
Analyze cell performance
Provides a high-level summary of a battery's performance
- 02
Calculate energy density
Calculates how much energy a battery can store relative to its weight or size
- 03
Calculate specific capacity loss
Evaluates the gap between the ideal theoretical capacity and the actual usable capacity
- 04
Calculate theoretical capacity
Determines the maximum possible charge capacity of a single electrode material
Real work
What teams actually run
New Battery Design Validation
You can input raw material data to calculate the theoretical capacity and energy density of a proposed cell, validating its feasibility before physical prototyping.
Performance Comparison
When comparing two different battery chemistries, use the MCP to calculate and compare their gravimetric energy density metrics.
Troubleshooting Efficiency
If a prototype underperforms, run the capacity loss analysis to determine if the issue is material degradation or system inefficiency.
Academic Research Modeling
Students and researchers can use the capabilities to model complex electrochemical systems and generate publishable data points.
One connector, every AI
Battery Capacity Calculator works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Battery Capacity Calculator to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
896ms average. Fast in production.
Battery Capacity Calculator is checked daily against the live service.
- Fastest day
- 766ms
- Slowest day
- 1195ms
- 14-day trend
- Stable+4%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 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 Battery Capacity Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Battery Capacity Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Battery Capacity Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_GG9cx9GWfG8UGiy29K7OiuJSrNCLzZdq6foBS0HG/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 — Battery Capacity Calculator capabilities are ready to use.
{
"mcpServers": {
"battery-capacity-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_GG9cx9GWfG8UGiy29K7OiuJSrNCLzZdq6foBS0HG/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
Guided setup for Claude? Set up Battery Capacity Calculator in Claude and other AIs
Who it's for
Built for the work Battery Capacity Calculator owners hand off.
This MCP is essential for professionals working in advanced materials science and energy storage. If your job involves designing, testing, or optimizing battery chemistry, this connector gives you the precise metrics you need to validate your models.
- 01
Electrochemists
Use it to model cell performance and predict material limits.
- 02
R&D Engineers
Run comparative analyses on new battery designs and chemistries.
- 03
Materials Scientists
Determine the theoretical limits and efficiency of novel electrode materials.
FAQ
Questions Battery Capacity Calculator owners ask.
- 01
What kind of data does this MCP need to run?
The MCP requires specific electrochemical parameters, such as material mass, molar mass, average voltage, and desired calculation mode (gravimetric or volumetric).
- 02
Can I use this for general battery life estimates?
No. This MCP calculates physical performance metrics like energy density and theoretical capacity. It provides technical data points, not general usage estimates.
- 03
Does it compare different battery types?
Yes. You can run multiple calculations and compare the resulting energy density or capacity loss across different materials or chemistries.
- 04
Is this MCP only for academic use?
No. It's designed for professional use in R&D, allowing engineers to validate designs and model performance in a commercial context.
- 05
How do I calculate the theoretical capacity of a new material?
You can use the calculate_theoretical_capacity capability by providing the material mass, the number of electrons transferred per mole, and the molar mass.
- 06
Can I calculate volumetric energy density?
Yes, use the calculate_energy_density capability and set the mode to 'volumetric', ensuring you also provide the total volume.
- 07
What is included in the performance summary?
The analyze_cell_performance capability provides total energy in Watt-hours, specific energy in Wh/kg, and total charge in Ampere-seconds.
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Connect Battery Capacity Calculator to Claude, Cursor, ChatGPT & more
