[![MCP Scorecard: 90/100](https://img.shields.io/badge/proofof.ai-90%2F100-5b21b6)](https://proofof.ai/scorecard/bias-detection-mcp.html)

# Bias Detection MCP

[![MEOK AI Labs](https://img.shields.io/badge/MEOK-AI%20Labs-667eea)](https://meok.ai)
[![GSPC](https://img.shields.io/badge/GSPC-UNMEASURED-9ca3af)](https://councilof.ai/api/gspc)
[![License](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)
[![PyPI](https://img.shields.io/badge/PyPI-Install-3775a9)](https://pypi.org/project/bias_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

```bash
# 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

- [Full Documentation](https://docs.meok.ai/bias-detection-mcp)
- [API Reference](https://meok-attestation-api.vercel.app)
- [EU AI Act Compliance Guide](https://councilof.ai)

## 🛡️ 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 →](mailto:nicholas@meok.ai?subject=Compliance%20diagnostic)**

## 🏢 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 →](https://councilof.ai/payg) | [Contact Sales →](mailto:sales@meok.ai)

## 🤝 Part of the MEOK Ecosystem

This server is part of the **[MEOK AI Labs](https://meok.ai)** ecosystem — 26 PyPI packages · ~16,300 monthly installs.

| Domain | Purpose |
|--------|---------|
| [councilof.ai](https://councilof.ai) | EU AI Act compliance marketplace |
| [safetyof.ai](https://safetyof.ai) | AI safety & monitoring |
| [meok.ai](https://meok.ai) | Sovereign AI platform |
| [cobolbridge.ai](https://cobolbridge.ai) | Legacy modernization |

## 📜 License

MIT © [CSOAI-ORG](https://github.com/CSOAI-ORG)

---

Full catalogue + Anthropic Registry verify links: [meok.ai/anthropic-registry](https://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](https://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](https://github.com/CSOAI-ORG/agent-commerce-protocol-mcp)
- ◐ **AP2** (Google Agent Payments) — partial via [agent-commerce-payments-mcp](https://github.com/CSOAI-ORG/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](https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t) | £29/mo + £0.0002/call | Spiky usage across many MCPs |
| Substrate bundle (this category) | £99-£499/mo | A whole pack |
| [MEOK Universe](https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t) | £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.

<!-- mcp-name: io.github.CSOAI-ORG/bias-detection-mcp -->

<!-- BUY-LADDER:START -->

## 💸 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>.

<!-- BUY-LADDER:END -->



## Configuration

Add to your `claude_desktop_config.json` (Claude Desktop) or your MCP client config:

```json
{
  "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_scan` to …"
- "Use `detect_bias` to …"
- "Use `fairness_metrics` to …"