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io.github.CSOAI-ORG/bias-detection-mcp

AI bias detection and fairness assessment for AI agents. Instant bias risk scan, demographic ana...

Open source Open in the app JSON README (API)

About

AI bias detection and fairness assessment for AI agents. Instant bias risk scan, demographic ana...

Details

Kind
MCP servers
Topic
No topic detected
Publisher
csoai-org
Origin
official
Category
ferramentas
Transport
local
Version
1.2.8
Open pull requests
2
Last push
2026-09-04T12:36:10Z
Repository state
ativo
Language
Python
License
MIT
Added
2026-08-29 03:01:45
Updated
2026-08-29 03:01:45
Origin id
io.github.CSOAI-ORG/bias-detection-mcp

README

[![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

---

## ๐Ÿš€ 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
```

## โœจ Features

- MCP protocol compliant
- Easy installation
- Well-documented API
- Production-ready
- Active maintenance

## ๐Ÿ“– 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)

## ๐Ÿ›ก๏ธ Compliance

This MCP server is built with **EU AI Act compliance** built-in:

- โœ… Article 9 โ€” Risk Management System
- โœ… Article 13 โ€” Transparency & Instructions for Use
- โœ… Article 15 โ€” Bias Detection & Testing
- โœ… Article 26 โ€” FRIA Support (where applicable)
- โœ… Article 50 โ€” AI Content Watermarking (where applicable)

Need help getting compliant? **[Book a free 15-min diagnostic โ†’](mailto:nicholas@meok.ai?subject=Compliance%20diagnostic)**

## ๐Ÿข Enterprise

Need custom development, SLA guarantees, or white-label deployment?

- **Pro:** ยฃ79/mo โ€” Full MCP suite + EU AI Act tracking
- **Enterprise:** ยฃ499/mo โ€” Custom dev + SLA + Dedicated support

[View Pricing โ†’](https://councilof.ai/payg) | [Contact Sales โ†’](mailto:sales@meok.ai)

## ๐Ÿค Part of the MEOK Ecosystem

This server is part of the **[MEOK AI Labs](https://meok.ai)** ecosystem โ€” 26 PyPI packages ยท ~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 |

## ๐Ÿ“œ License

MIT ยฉ [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):**

- โœ… **MCP** (Anthropic) โ€” native
- โœ… **A2A** (Google + Linux Foundation, absorbed IBM ACP Sept 2025)
- โœ… **IBM ACP** โ€” covered via A2A merge
- โ— **Stripe ACP** (Agentic Commerce Protocol) โ€” Q3 bridge via [agent-commerce-protocol-mcp](https://github.com/CSOAI-ORG/agent-commerce-protocol-mcp)
- โ— **AP2** (Google Agent Payments) โ€” partial via [agent-commerce-payments-mcp](https://github.com/CSOAI-ORG/agent-commerce-payments-mcp)
- โ— **x402** (Coinbase HTTP 402) โ€” partial via api.meok.ai gateway
- โ†’ **OASF / AGNTCY** (Cisco Outshift + Linux Foundation) โ€” Q3 bridge
- ๐Ÿ‘ **ANP** (Cisco Agent Network) โ€” watch-list

**Pricing options:**

| Option | Price | Best for |
|---|---|---|
| Self-host (this MCP) | ยฃ0 โ€” MIT | Devs |
| This MCP Starter | ยฃ29/mo | One-MCP teams |
| This MCP Pro | ยฃ79/mo | Production + 24h SLA |
| [Universal PAYG](https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t) | ยฃ29/mo + ยฃ0.0002/call | Spiky usage across many MCPs |
| Substrate bundle (this category) | ยฃ99-ยฃ499/mo | A whole pack |
| [MEOK Universe](https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t) | ยฃ1,499/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 -->

## ๐Ÿ’ธ Try MEOK in 30 seconds โ€” instant buy ladder

| Tier | Price | What you get | Stripe |
|---|---|---|---|
| Smoke test | **ยฃ1** | Signed sample MCP-Hardening report + Article 50 PDF | <https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t> |
| Quick Kit | **ยฃ9** | EU AI Act Article 50 implementation guide (C2PA + EU-Icon) | <https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t> |
| Founder Call | **ยฃ29** | 30-min 1-on-1 with the founder | <https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t> |

> Refundable. UK Stripe โ€” 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 โ€ฆ"
- "Use `detect_bias` to โ€ฆ"
- "Use `fairness_metrics` to โ€ฆ"

More