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Connect Ligand Binding Analysis 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. Turn raw biochemical data into precise binding parameters.

Ask AI about this Connector

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

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.

A futuristic MCP client docking bay
V8 Isolate01

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.

Kill Switch02

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.

FinOps per User03

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.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Ligand Binding Analysis.

  1. 01

    Validate experimental data

    This capability checks your binding dataset for integrity and biological plausibility.

  2. 02

    Analyze hill cooperativity

    This capability calculates the degree of cooperativity between ligands using Hill plot analysis.

  3. 03

    Analyze scatchard binding

    Use this to determine binding affinity and capacity through Scatchard linearization.

  4. 04

    Get binding summary

    This capability provides a qualitative interpretation of your binding characteristics.

Real work

What teams actually run

01

Affinity Determination

Calculate Kd values from experimental bound and free concentration datasets.

02

Cooperativity Testing

Determine if a ligand shows positive or negative cooperativity using Hill plots.

03

Dataset Auditing

Verify that your experimental binding data follows expected saturation trends.

04

Rapid Interpretation

Get a quick qualitative summary of binding affinity and cooperativity.

One connector, every AI

Ligand Binding Analysis 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Ligand Binding Analysis 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

915ms average. Fast in production.

Ligand Binding Analysis is checked daily against the live service.

Daily averagePeak 1175ms
Oct 3Today
Fastest day
726ms
Slowest day
1175ms
14-day trend
Improving-9%

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 Ligand Binding Analysis, so you can see the experience inside your AI.

It does not authenticate your account with Ligand Binding Analysis. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Ligand Binding Analysis Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_3COf7shOKM7FV3icWaqkE7HSwgjgXnO42JXeurnS/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Ligand Binding Analysis capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "ligand-binding-analysis-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_3COf7shOKM7FV3icWaqkE7HSwgjgXnO42JXeurnS/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 Ligand Binding Analysis in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Ligand Binding Analysis owners hand off.

This MCP is built for researchers working with receptor-ligand interactions.

  • 01

    Biochemists

    They hand off raw concentration data to the AI to get Kd and Bmax values.

  • 02

    Pharmacologists

    They use the capability to analyze how drugs interact with target receptors.

  • 03

    Laboratory Researchers

    They use it to validate experimental datasets before final analysis.

FAQ

Questions Ligand Binding Analysis owners ask.

  • 01

    What kind of data does this MCP need?

    You provide datasets containing bound and free ligand concentrations for analysis.

  • 02

    Can I use this with Claude or Cursor?

    Yes, this MCP works with any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 03

    What is the purpose of the Hill coefficient capability?

    It uses Hill plot analysis to determine the degree of cooperativity between ligands.

  • 04

    How does it help with data integrity?

    The validate_experimental_data capability checks if your binding data is biologically plausible.

  • 05

    Does this replace my lab software?

    It acts as a computational layer for your AI agent to perform specific biochemical math quickly.

  • 06

    What parameters can I calculate?

    You can calculate the dissociation constant (Kd), maximum binding capacity (Bmax), and the Hill coefficient for cooperativity.

  • 07

    How do I check if my data is valid?

    Use the validate_experimental_data capability to check for biological plausibility and data consistency.

  • 08

    Can I determine if binding is cooperative?

    Yes, by using analyze_hill_cooperativity to find the Hill coefficient or get_binding_summary for a qualitative description.

Explore

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