Metadata-Version: 2.4
Name: bias-detection-mcp
Version: 1.2.7
Summary: AI bias detection and fairness assessment for AI agents. Instant bias risk scan, demographic analysis, fairness metrics, mitigation strategies, EU AI Act Article 10 compliance. Zero-config free tier. Built by MEOK AI Labs.
Project-URL: Homepage, https://meok.ai
Project-URL: Repository, https://github.com/CSOAI-ORG/bias-detection-mcp
Author-email: MEOK AI Labs <hello@meok.ai>
License: MIT License
        
        Copyright (c) 2026 meok-ai-labs / MEOK AI Labs
        
        Permission is hereby granted, free of charge, to any person obtaining a copy
        of this software and associated documentation files (the "Software"), to deal
        in the Software without restriction, including without limitation the rights
        to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
        copies of the Software, and to permit persons to whom the Software is
        furnished to do so, subject to the following conditions:
        
        The above copyright notice and this permission notice shall be included in all
        copies or substantial portions of the Software.
        
        THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
        IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
        FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
        AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
        LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
        OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
        SOFTWARE.
License-File: LICENSE
Keywords: ai-bias,ai-governance,fairness,mcp,meok
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Topic :: Software Development :: Libraries
Requires-Python: >=3.10
Requires-Dist: mcp>=1.0.0
Description-Content-Type: text/markdown

[![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)
[![EU AI Act](https://img.shields.io/badge/EU%20AI%20Act-Compliant-22c55e)](https://councilof.ai)
[![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 …"
