Bias Detection MCP
This server provides AI-powered bias detection and fairness auditing tools to help assess, audit, and mitigate bias in AI systems.
quick_scan: Describe an AI system in one sentence and get an instant bias risk assessment.detect_bias: Analyze text for demographic bias patterns, stereotyping, and unfair language, with optional focus on specific protected attributes (e.g., race, gender, age).fairness_metrics: Calculate quantitative fairness metrics from prediction data; supports optional ground truth for advanced metrics like equalized odds and calibration.mitigation_recommendations: Get detailed remediation steps for a specific type of AI bias (e.g., selection, measurement, confirmation, historical, aggregation, or representation bias).regulatory_check: Verify bias compliance requirements against major frameworks including EU AI Act Article 10, NIST AI RMF MAP, and UK standards (eu,us_nist,uk, oralljurisdictions).
Bridges with Cisco's OASF/AGNTCY and ANP protocols to offer bias detection and fairness assessment for AI agent networks.
Integrates with Coinbase's x402 protocol to provide bias detection and fairness assessment for AI agents using HTTP 402 payment flows.
Integrates with Google's A2A and AP2 protocols to offer bias detection and fairness assessment capabilities for AI systems.
Bridges with Linux Foundation's A2A and OASF protocols to provide bias detection and fairness assessment tools for AI governance.
Integrates with Stripe's Agentic Commerce Protocol (ACP) to deliver bias detection and fairness assessment for AI agents involved in commerce.
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
๐ Quick Start
# Install via pip
pip install bias_detection_mcp
# Or install via Smithery
npx -y @smithery/cli@latest install bias-detection-mcp --client claudeRelated MCP server: ISO 42001 AI MCP
โจ Features
MCP protocol compliant
Easy installation
Well-documented API
Production-ready
Active maintenance
๐ Documentation
๐ก๏ธ Compliance
This MCP server is built with EU AI Act compliance built-in:
โ Article 9 โ Risk Management System
โ Article 13 โ Transparency & Instructions for Use
โ Article 15 โ Bias Detection & Testing
โ Article 26 โ FRIA Support (where applicable)
โ Article 50 โ AI Content Watermarking (where applicable)
Need help getting compliant? Book a free 15-min diagnostic โ
๐ข 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 | Contact Sales โ
๐ค Part of the MEOK Ecosystem
This server is part of the MEOK AI Labs ecosystem โ 26 PyPI packages ยท ~16,300 monthly installs.
Domain | Purpose |
EU AI Act compliance marketplace | |
AI safety & monitoring | |
Sovereign AI platform | |
Legacy modernization |
๐ License
MIT ยฉ 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):
โ MCP (Anthropic) โ native
โ A2A (Google + Linux Foundation, absorbed IBM ACP Sept 2025)
โ IBM ACP โ covered via A2A merge
โ Stripe ACP (Agentic Commerce Protocol) โ Q3 bridge via agent-commerce-protocol-mcp
โ AP2 (Google Agent Payments) โ partial via 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
๐ 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 |
ยฃ29/mo + ยฃ0.0002/call | Spiky usage across many MCPs | |
Substrate bundle (this category) | ยฃ99-ยฃ499/mo | A whole pack |
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.
๐ธ 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 | |
Quick Kit | ยฃ9 | EU AI Act Article 50 implementation guide (C2PA + EU-Icon) | |
Founder Call | ยฃ29 | 30-min 1-on-1 with the founder |
Refundable. UK Stripe โ 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 โฆ""Use
detect_biasto โฆ""Use
fairness_metricsto โฆ"
Maintenance
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MCP directory API
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curl -X GET 'https://glama.ai/api/mcp/v1/servers/CSOAI-ORG/bias-detection-mcp'
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