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AI bias detection and fairness assessment for AI agents. Instant bias risk scan, demographic ana...
About
AI bias detection and fairness assessment for AI agents. Instant bias risk scan, demographic ana...
Security Report
This bias detection MCP server has reasonable code structure and legitimate functionality, but contains several moderate security concerns that users should be aware of. The primary issues are: (1) unauthenticated access to tools with weak rate-limiting enforcement, (2) reliance on environment variables for API key authentication without secure storage patterns, (3) external network calls to a metering endpoint that transmits API keys, and (4) incomplete code in the main server file. While no malicious patterns or hardcoded credentials were found, the authentication model is permissive and the rate-limiting mechanism can be easily circumvented by multiple callers. Supply chain analysis found 3 known vulnerabilities in dependencies (0 critical, 3 high severity). Package verification found 1 issue.
3 files analyzed · 14 issues found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
How to Install
Add this to your MCP configuration file:
{
"mcpServers": {
"io-github-csoai-org-bias-detection-mcp": {
"args": [
"bias-detection-mcp"
],
"command": "uvx"
}
}
}Documentation
View on GitHubFrom the project's GitHub README.
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
# 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 …"
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