About bias-detection-mcp
bias-detection-mcp is an MCP server for assessing AI bias and fairness, aimed at teams evaluating AI systems. It provides quick scans, bias detection, and fairness metrics, with guidance related to EU AI Act compliance.
Key features
- 01快速偏差扫描
- 02偏差检测
- 03公平性指标
- 04EU AI Act 合规指南
Use cases
- 01检查 AI 输出中的偏差
- 02评估 AI 系统公平性
MCP support
It exposes bias and fairness assessment capabilities to MCP clients, including `quick_scan`, `detect_bias`, and `fairness_metrics`.
Configuration
Local server config is the same for every client. Copy it into your client’s MCP config file.
Tools
Local servers expose tools only once running on your machine, and the maintainer has not provided a tool list.
Details
From the project READMEBias Detection MCP
AI bias detection + fairness assessment MCP
AI bias detection + fairness assessment MCP. Required by EU AI Act Article 10 + NYC Local Law 144. MIT
🚀 Quick Start
# Install via pip
pip install bias_detection_mcp
# Or install via Smithery
npx -y @smithery/cli@latest install bias-detection-mcp --client claude
✨ Features
- MCP protocol compliant
- Easy installation
- Well-documented API
- Production-ready
- Active maintenance
📖 Documentation
🛡️ Compliance
This MCP server is built with EU AI Act compliance built-in:
- ✅ Article 9 — Risk Management System
- ✅ Article 13 — Transparency & Instructions for Use
- ✅ Article 15 — Bias Detection & Testing
- ✅ Article 26 — FRIA Support (where applicable)
- ✅ Article 50 — AI Content Watermarking (where applicable)
Need help getting compliant? Book a free 15-min diagnostic →
🏢 Enterprise
Need custom development, SLA guarantees, or white-label deployment?
- Pro: £79/mo — Full MCP suite + EU AI Act tracking
- Enterprise: £499/mo — Custom dev + SLA + Dedicated support
View Pricing → | Contact Sales →
🤝 Part of the MEOK Ecosystem
This server is part of the MEOK AI Labs ecosystem — 26 PyPI packages · ~16,300 monthly installs.
| Domain | Purpose |
|---|---|
| councilof.ai | EU AI Act compliance marketplace |
| safetyof.ai | AI safety & monitoring |
| meok.ai | Sovereign AI platform |
| cobolbridge.ai | Legacy modernization |
📜 License
MIT © CSOAI-ORG
Full catalogue + Anthropic Registry verify links: meok.ai/anthropic-registry
Protocol coverage + Universal PAYG
This MCP is part of MEOK's 47-MCP fleet that bridges every active agent-interop protocol and 30+ regulatory frameworks. See the full coverage matrix at meok.ai/protocols.
Agent interop protocols supported (8 live):
- ✅ MCP (Anthropic) — native
- ✅ A2A (Google + Linux Foundation, absorbed IBM ACP Sept 2025)
- ✅ IBM ACP — covered via A2A merge
- ◐ Stripe ACP (Agentic Commerce Protocol) — Q3 bridge via agent-commerce-protocol-mcp
- ◐ AP2 (Google Agent Payments) — partial via agent-commerce-payments-mcp
- ◐ x402 (Coinbase HTTP 402) — partial via api.meok.ai gateway
- → OASF / AGNTCY (Cisco Outshift + Linux Foundation) — Q3 bridge
- 👁 ANP (Cisco Agent Network) — watch-list
Pricing options:
| Option | Price | Best for |
|---|---|---|
| Self-host (this MCP) | £0 — MIT | Devs |
| This MCP Starter | £29/mo | One-MCP teams |
| This MCP Pro | £79/mo | Production + 24h SLA |
| Universal PAYG | £29/mo + £0.0002/call | Spiky usage across many MCPs |
| Substrate bundle (this category) | £99-£499/mo | A whole pack |
| MEOK Universe | £1,499/mo | All 47 MCPs, 500K calls |
Each tier above the free self-host adds HMAC-signed attestations verifiable at
verify.meok.ai. Linux Foundation governance on the A2A spine means EU regulated
buyers can deploy without vendor-lock-in objections.
💸 Try MEOK in 30 seconds — instant buy ladder
| Tier | Price | What you get | Stripe |
|---|---|---|---|
| Smoke test | £1 | Signed sample MCP-Hardening report + Article 50 PDF | https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t |
| Quick Kit | £9 | EU AI Act Article 50 implementation guide (C2PA + EU-Icon) | https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t |
| Founder Call | £29 | 30-min 1-on-1 with the founder | https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t |
Refundable. UK Stripe — VAT-clean. Builds on the 81-MCP MEOK fleet. Verify any signed report at https://meok.ai/verify.
Configuration
Add to your claude_desktop_config.json (Claude Desktop) or your MCP client config:
{
"mcpServers": {
"bias-detection-mcp": {
"command": "uvx",
"args": ["bias-detection-mcp"]
}
}
}
Or: pip install bias-detection-mcp then run the bias-detection-mcp command (stdio transport).
Examples
Once configured, ask your assistant, for example:
- "Use
quick_scanto …" - "Use
detect_biasto …" - "Use
fairness_metricsto …"
Comments
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.