
Connect Sequence Alignment Scoring 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. Get precise biological similarity metrics for DNA and protein sequences.
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.
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 Sequence Alignment Scoring.
- 01
Calculate alignment metrics
This capability generates a statistical summary of a single sequence alignment. It provides the specific scores needed to evaluate how well two sequences match.
- 02
Compare matrix capabilities
This capability identifies the most appropriate scoring matrix for your specific biological context. It helps your agent select the right parameters for accurate results.
- 03
Get matrix score
This capability retrieves the specific score for a single pair of aligned residues. It allows for granular inspection of individual residue matches.
- 04
Validate sequence composition
This capability checks that your sequences contain only valid characters for the biological type you are analyzing. It prevents errors by ensuring sequence integrity.
Real work
What teams actually run
Rapid Alignment Assessment
Your agent quickly evaluates how well a query sequence matches a reference sequence using specific gap penalties.
Data Integrity Checks
You use the agent to ensure DNA or protein strings are formatted correctly before they enter a larger pipeline.
Matrix Optimization
The agent selects the most appropriate substitution matrix for a specific protein or DNA alignment task.
Comparative Genomics
You use the agent to quantify similarity between different biological sequences to identify conserved regions.
One connector, every AI
Sequence Alignment Scoring 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 Sequence Alignment Scoring 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
888ms average. Fast in production.
Sequence Alignment Scoring is checked daily against the live service.
- Fastest day
- 746ms
- Slowest day
- 1094ms
- 14-day trend
- Slowing+7%
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 Sequence Alignment Scoring, so you can see the experience inside your AI.
It does not authenticate your account with Sequence Alignment Scoring. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Sequence Alignment Scoring Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_MOpJlaXShDZEs3KPjqoIXX2f0cMXJ4aCcqTmLM3Y/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 — Sequence Alignment Scoring capabilities are ready to use.
{
"mcpServers": {
"sequence-alignment-scoring-mcp": {
"url": "https://edge.vinkius.com/vk_preview_MOpJlaXShDZEs3KPjqoIXX2f0cMXJ4aCcqTmLM3Y/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 Sequence Alignment Scoring in Claude and other AIs
Who it's for
Built for the work Sequence Alignment Scoring owners hand off.
This MCP is built for researchers and computational biologists who want to integrate sequence analysis into their AI-driven workflows.
- 01
Bioinformaticians
They hand off sequence validation and scoring tasks to the agent to speed up data processing.
- 02
Computational Biologists
They use the agent to quickly compare alignment metrics across different datasets.
- 03
Genomic Researchers
They rely on the agent to verify sequence integrity before running larger pipelines.
FAQ
Questions Sequence Alignment Scoring owners ask.
- 01
What kind of sequences can this MCP analyze?
This MCP is designed for both DNA and protein sequence analysis.
- 02
How do I use this with my AI client?
You connect your client, such as Claude or Cursor, to the Vinkius-hosted MCP. Once connected, your agent can call the capabilities directly.
- 03
Can the agent check if a sequence is valid?
Yes, the agent uses the validate_sequence_composition capability to ensure sequences only contain valid characters for their type.
- 04
Does this MCP handle scoring matrices?
Yes, it includes capabilities to compare matrix capabilities and retrieve specific scores for aligned residues.
- 05
What metrics does it provide for alignments?
It provides alignment scores, identity percentages, and similarity percentages.
- 06
What kind of sequences can I analyze?
You can analyze both DNA and Protein sequences using the validate_sequence_composition capability to ensure they are valid.
- 07
How do I choose the right scoring matrix?
Use the compare_matrix_capabilities capability to find recommended matrices based on whether you are working with DNA or Protein.
- 08
Can I get a full statistical summary of an alignment?
Yes, the calculate_alignment_metrics capability provides the alignment score, identity percentage, and similarity percentage.
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Connect Sequence Alignment Scoring to Claude, Cursor, ChatGPT & more
