
Connect Portfolio Image Selection Score 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. Pick the best assets for any project using weighted scoring.
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 Portfolio Image Selection Score.
- 01
Calculate variety penalty
This capability calculates a penalty score to prevent your asset selection from being too repetitive. It helps your agent pick a diverse set of images.
- 02
Filter by rights status
This capability filters your asset list to ensure legal compliance. It isolates only the images that meet your specific rights clearance requirements.
- 03
Rank portfolio assets
This capability ranks your media assets using a weighted scoring system. It evaluates each item against your specific criteria for quality, relevance, and other metrics.
- 04
Validate weight distribution
This capability checks your scoring weights to ensure they are mathematically sound. It confirms that all required dimensions are accounted for before you run a ranking.
Real work
What teams actually run
Campaign Asset Selection
An agent picks the best images from a library to match a specific brand's quality and style requirements.
Rights Management
A user filters a massive collection to find only the images cleared for commercial use.
Portfolio Curation
The MCP ranks a photographer's work to find the most relevant shots for a new client pitch.
Content Diversity Checks
The system ensures a social media schedule doesn't use too many similar-looking photos.
One connector, every AI
Portfolio Image Selection Score 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 Portfolio Image Selection Score 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
913ms average. Fast in production.
Portfolio Image Selection Score is checked daily against the live service.
- Fastest day
- 740ms
- Slowest day
- 1167ms
- 14-day trend
- Slowing+29%
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 Portfolio Image Selection Score, so you can see the experience inside your AI.
It does not authenticate your account with Portfolio Image Selection Score. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Portfolio Image Selection Score Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_GbsBPTSofpbQTYIqgc8A8I07sgj8i9jl15IoDWWn/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 — Portfolio Image Selection Score capabilities are ready to use.
{
"mcpServers": {
"portfolio-image-selection-score-mcp": {
"url": "https://edge.vinkius.com/vk_preview_GbsBPTSofpbQTYIqgc8A8I07sgj8i9jl15IoDWWn/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 Portfolio Image Selection Score in Claude and other AIs
Who it's for
Built for the work Portfolio Image Selection Score owners hand off.
This MCP is built for professionals managing large-scale digital asset libraries who need to automate the selection process.
- 01
Digital Asset Managers
They hand off the task of sorting through thousands of files to the AI agent.
- 02
Creative Directors
They use the capability to quickly find the best visual options for a specific creative brief.
- 03
Media Buyers
They rely on the rights clearance filtering to ensure all selected assets are legally safe to use.
FAQ
Questions Portfolio Image Selection Score owners ask.
- 01
What dimensions can I use to rank my assets?
You can rank assets using Quality, Relevance, Variety, Recency, and Rights Clearance.
- 02
How does the MCP handle legal compliance?
The filter_by_rights_status capability allows your agent to isolate only the assets that meet your specific legal requirements.
- 03
Can I prevent my AI from picking too many similar images?
Yes, the calculate_variety_penalty capability helps ensure your selection remains diverse.
- 04
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you. You just connect your client and start working.
- 05
What happens if my weights don't add up?
The validate_weight_distribution capability checks your weights to ensure they are mathematically correct and complete.
- 06
How are the assets ranked?
Assets are ranked by calculating a total score: the sum of each dimension's score multiplied by its assigned weight. In the event of a tie, the asset with the higher individual quality score is ranked higher.
- 07
Can I ensure my weights are valid?
Yes, you can use the validate_weight_distribution capability to verify that your weights are non-negative and sum exactly to 1.0.
- 08
How does the system handle legal usage?
The filter_by_rights_status capability allows you to filter assets based on a hierarchy of clearance levels: full, limited, or none.
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Connect Portfolio Image Selection Score to Claude, Cursor, ChatGPT & more
