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Connect Protein Stability Predictor 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. Model protein thermodynamics and formulation stability in your AI client.

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 Protein Stability Predictor.

  1. 01

    Calculate aggregation risk

    This capability evaluates how likely a protein is to form insoluble aggregates. It helps you identify sequences that might precipitate during processing.

  2. 02

    Evaluate formulation impact

    Use this to compare how different buffer compositions affect protein stability. It helps you pick the best environment for your protein.

  3. 03

    Predict thermal stability

    This capability determines the temperature at which a protein undergoes significant unfolding. It provides the melting temperature (Tm) for specific conditions.

  4. 04

    Estimate shelf life

    This capability predicts how long a protein stays stable under defined storage conditions. It gives you a timeframe for product viability.

Real work

What teams actually run

01

Buffer Optimization

You can test how adding sucrose or changing salt concentrations affects the stability of a protein sequence.

02

Sequence Screening

Your agent can scan multiple protein sequences to find those with the highest melting temperatures.

03

Storage Planning

Use the capability to determine if a protein can survive long-term storage at 4 degrees Celsius.

04

Risk Mitigation

Check the aggregation propensity of a new protein to avoid precipitation during manufacturing.

One connector, every AI

Protein Stability Predictor 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 Protein Stability Predictor 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

905ms average. Fast in production.

Protein Stability Predictor is checked daily against the live service.

Daily averagePeak 1047ms
Oct 3Today
Fastest day
729ms
Slowest day
1047ms
14-day trend
Stable-3%

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 Protein Stability Predictor, so you can see the experience inside your AI.

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

Protein Stability Predictor Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_YRqdZewqSqYslka3gJgWuPQD3Xbsgu9SzOAlJy3e/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 — Protein Stability Predictor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "protein-stability-predictor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_YRqdZewqSqYslka3gJgWuPQD3Xbsgu9SzOAlJy3e/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 Protein Stability Predictor in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Protein Stability Predictor owners hand off.

This MCP is designed for scientists working in protein engineering and biopharmaceutical development.

  • 01

    Biochemists

    They use the agent to model protein behavior under different pH and temperature conditions.

  • 02

    Protein Engineers

    They rely on the capability to predict how sequence changes affect thermal stability.

  • 03

    Formulation Scientists

    They use the agent to optimize buffer compositions and predict product shelf life.

FAQ

Questions Protein Stability Predictor owners ask.

  • 01

    What AI clients can I use with this MCP?

    You can use any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.

  • 02

    Do I need to host the MCP myself?

    No, Vinkius hosts and manages the MCP for you. You just connect and start using the capabilities.

  • 03

    Can I predict stability for specific pH levels?

    Yes, you can use the thermal stability capability to find the melting temperature at specific pH and temperature settings.

  • 04

    How does it help with protein aggregation?

    The calculate_aggregation_risk capability evaluates the likelihood of a protein forming insoluble aggregates based on your provided parameters.

  • 05

    Can I use this to optimize my buffer?

    Yes, the evaluate_formulation_impact capability lets you compare how different buffer compositions affect stability.

  • 06

    How accurate are the stability predictions?

    Predictions are based on advanced thermodynamic models and protein-specific constants, providing a high-confidence estimate for Tm and aggregation risk.

  • 07

    Can I include additives in the stability calculation?

    Yes, you can include chemical additives in predict_thermal_stability and estimate_shelf_life to account for their stabilizing or destabilizing effects.

  • 08

    How do I connect this to my AI client?

    You can connect via Vinkius Edge using your personal Connection Token. It is compatible with Cursor, VS Code, Claude Desktop, and Windsurf.

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