
Connect AI Bias Audit Risk Assessment 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 a clear, actionable compliance roadmap.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
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 AI Bias Audit Risk.
- 01
Calculate bias risk score
Determines the total organizational risk score of an AI system
- 02
Estimate legal liability
Calculates the potential financial impact of legal penalties
- 03
Get audit summary
Provides a high-level overview of the current bias status
- 04
Project remediation effort
Predicts the time and resource requirements to mitigate identified bias
Real work
What teams actually run
Pre-Launch Model Review
Before deploying a new hiring capability, run the MCP to calculate the bias risk score and ensure demographic variance is acceptable.
Regulatory Audit Prep
When facing an audit, use the MCP to generate a formal audit summary and estimate legal liability for key markets.
Bias Mitigation Planning
If a model shows bias, use the MCP to project the remediation effort, giving you a clear timeline and resource budget.
Cross-Border Deployment
When expanding to Europe or the USA, use the MCP to estimate legal liability specific to that region's regulations.
One connector, every AI
AI Bias Audit Risk 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 AI Bias Audit Risk 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
937ms average. Fast in production.
AI Bias Audit Risk is checked daily against the live service.
- Fastest day
- 688ms
- Slowest day
- 1192ms
- 14-day trend
- Stable-2%
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 AI Bias Audit Risk, so you can see the experience inside your AI.
It does not authenticate your account with AI Bias Audit Risk. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
AI Bias Audit Risk Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_om2sYmJyZiIC61Fxrfx2jlDo16gBAWC7ZQw8Irnm/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 — AI Bias Audit Risk capabilities are ready to use.
{
"mcpServers": {
"ai-bias-audit-risk-assessment-mcp": {
"url": "https://edge.vinkius.com/vk_preview_om2sYmJyZiIC61Fxrfx2jlDo16gBAWC7ZQw8Irnm/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 AI Bias Audit Risk in Claude and other AIs
Who it's for
Built for the work AI Bias Audit Risk owners hand off.
This MCP is essential for compliance officers, legal teams, and data ethics leads. If your company deploys AI in sensitive areas, you need this capability. It moves your risk assessment from theory to hard, auditable numbers.
- 01
Compliance Officer
Uses the MCP to generate audit summaries and prove adherence to global regulations.
- 02
Legal Counsel
Calculates potential legal liability exposure across multiple jurisdictions.
- 03
Data Scientist
Determines the specific bias risk score and necessary remediation effort for new models.
- 04
Risk Manager
Projects resource needs and timelines to manage overall organizational risk.
FAQ
Questions AI Bias Audit Risk owners ask.
- 01
Does this MCP cover different countries?
Yes. The MCP estimates potential legal liability exposure across multiple jurisdictions, including the USA and Europe. You specify the region in your prompt to get the right assessment.
- 02
What does 'bias risk score' measure?
The bias risk score measures your total organizational risk. It analyzes demographic performance variance to give you a single, quantifiable number representing the model's risk level.
- 03
Is this for technical data scientists only?
No. While the data is technical, the outputs are designed for non-technical users. You get clear timelines and financial estimates that compliance officers and lawyers can use.
- 04
What if I don't know my budget?
You can still use the MCP. It will project the remediation effort and timeline, and you can then use that data to determine what budget you need to allocate.
- 05
How is the bias risk score calculated?
The score is determined by adjusting the measured demographic variance against the sensitivity tier of the AI application using calculate_bias_risk_score.
- 06
Can I estimate legal costs for European deployments?
Yes, you can use estimate_legal_liability to calculate potential financial impact for both USA and Europe jurisdictions.
- 07
How do I know if my remediation budget is sufficient?
The project_remediation_effort capability provides a budget adequacy rating to indicate if your funds meet the technical complexity required.
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Connect AI Bias Audit Risk to Claude, Cursor, ChatGPT & more
