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Connect Biosimilar Comparability Analysis to your AI

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. Run regulatory-grade assessments between biologics and biosimilar candidates.

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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 Biosimilar Analysis Service.

  1. 01

    Calculate similarity score

    This capability computes a mathematical similarity index for a specific attribute by comparing the reference and biosimilar values.

  2. 02

    Get cqa profile

    This capability retrieves the set of Critical Quality Attributes and their specific acceptance criteria.

  3. 03

    Perform gap analysis

    This capability identifies significant deviations between the reference and the biosimilar across all measured attributes.

  4. 04

    Generate comparability summary

    This capability aggregates all analytical findings into a high-level executive report intended for regulatory review.

Real work

What teams actually run

01

Candidate Screening

Use the MCP to quickly check if a new biosimilar candidate meets the required similarity scores for a specific attribute.

02

Regulatory Filing Prep

Generate high-level comparability summaries to include in regulatory documentation.

03

Deviation Investigation

Run a gap analysis when a batch shows unexpected deviations from the reference biologic profile.

04

Attribute Verification

Retrieve CQA profiles to ensure all testing aligns with established acceptance criteria.

One connector, every AI

Biosimilar Analysis Service 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 Biosimilar Analysis Service 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

916ms average. Fast in production.

Biosimilar Analysis Service is checked daily against the live service.

Daily averagePeak 1149ms
Oct 3Today
Fastest day
709ms
Slowest day
1149ms
14-day trend
Slowing+15%

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 Biosimilar Analysis Service, so you can see the experience inside your AI.

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

Biosimilar Analysis Service Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_Nb6sPLB6AOwbwuNkypbceBFGkiXP7CKI8ygZIrtr/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 — Biosimilar Analysis Service capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "biosimilar-comparability-analysis-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Nb6sPLB6AOwbwuNkypbceBFGkiXP7CKI8ygZIrtr/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 Biosimilar Analysis Service in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Biosimilar Analysis Service owners hand off.

This MCP is built for professionals working in biologics development and regulatory affairs who need to automate comparability workflows.

  • 01

    Biologics Researchers

    They hand off raw analytical data to the agent to check against CQA profiles.

  • 02

    Regulatory Affairs Specialists

    They use the agent to generate executive summaries and gap analysis reports for filings.

  • 03

    Quality Control Analysts

    They use the capability to verify if biosimilar candidates fall within predefined tolerance ranges.

FAQ

Questions Biosimilar Analysis Service owners ask.

  • 01

    What is this MCP used for?

    It is used for performing regulatory-grade biosimilar comparability assessments, including CQA profiling and gap analysis.

  • 02

    How does the similarity score work?

    The capability calculates a mathematical index between a reference biologic and a biosimilar candidate for a specific attribute.

  • 03

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 04

    What kind of reports can the agent generate?

    The agent can generate high-level executive summaries that aggregate all analytical findings for regulatory review.

  • 05

    Does this handle gap analysis?

    Yes, the perform_gap_analysis capability identifies significant deviations between two products across all measured attributes.

  • 06

    What kind of biological products can be analyzed?

    The capability supports various biological classes, including monoclonal antibodies, recombinant proteins, and insulins, by providing specific CQA profiles for each.

  • 07

    How is the similarity between a biosimilar and a reference biologic determined?

    Similarity is determined by comparing measured values against predefined acceptance criteria using calculate_similarity_score. The capability evaluates how closely the biosimilar's attribute profile overlaps with the reference's profile within specific tier-based tolerances.

  • 08

    Can this capability help with regulatory documentation?

    Yes, the generate_comparability_summary capability aggregates all analytical findings into a high-level executive report suitable for regulatory review.

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