MCP For Claude Marketplace
Adsorption Kinetics Model

Adsorption Kinetics Model MCP Connector for Claude

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Analyze adsorption kinetics using pseudo-order and diffusion models.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

This MCP server provides specialized tools for modeling the rate of adsorption on surfaces. It allows AI agents to determine if a process follows Pseudo-First-Order or Pseudo-Second-Order kinetics using analyze_pseudo_models. It also evaluates the rate-limiting step through analyze_diffusion_mechanism to distinguish between external and internal diffusion. Users can calculate specific capacity milestones with calculate_adsorption_efficiency and perform a full comparative analysis of all kinetic parameters using compare_kinetic_fits.

adsorptionkineticsdiffusionsurface-sciencechemical-engineering

4 tools expose this connector's capabilities to your AI agent.

analyze_diffusion_mechanism

Evaluates whether the rate-limiting step is intraparticle diffusion

calculate_adsorption_efficiency

Determines how much of the total capacity has been reached at a specific time

analyze_pseudo_models

Determines if the adsorption process follows Pseudo-First-Order or Pseudo-Second-Order kinetics

compare_kinetic_fits

Provides a comprehensive comparison of all calculated kinetic parameters

See how to talk to your AI agent using Adsorption Kinetics Model.

Determine if my adsorption data follows pseudo-first-order or pseudo-second-order kinetics: [{'time': 0, 'concentration': 0}, {'time': 10, 'concentration': 5}, {'time': 20, 'concentration': 8}] with surface area 50 and equilibrium capacity 15.

The adsorption process follows Pseudo-Second-Order kinetics with a rate constant of 0.045 and a correlation coefficient of 0.98.

Check the adsorption efficiency at time 15 for this data: [{'time': 0, 'concentration': 0}, {'time': 10, 'concentration': 5}, {'time': 20, 'concentration': 8}] with an equilibrium capacity of 15.

At time 15, the capacity reached is 6.5, which is 43.3% of the total equilibrium capacity.

Analyze the diffusion mechanism for this dataset: [{'time': 0, 'concentration': 0}, {'time': 5, 'concentration': 2}, {'time': 10, 'concentration': 5}] with surface area 100.

The mechanism is controlled by intraparticle diffusion, with a significant intercept indicating that external diffusion also contributes to the process.

You can use `analyze_pseudo_models` to calculate the correlation coefficients for both models, then use `compare_kinetic_fits` to identify the best fit based on those results.

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