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).
Bias Detection MCP
Buy Starter — £29/mo
Signed attestations + unlimited audits + email support. 👉 Subscribe at meok.ai — instant HMAC signing key + Stripe-managed billing.
Free tier remains MIT-licensed and zero-config. Upgrade only when you need signed compliance artefacts for audit.
MCP server for bias detection mcp operations
Quick Install
Client | Install |
Claude Desktop | |
Cursor | |
VS Code | |
Windsurf | |
Docker |
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pip |
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Overview
Bias Detection MCP provides AI-powered tools via the Model Context Protocol (MCP).
Tools
Tool | Description |
| Describe an AI system in one sentence -> instant bias risk assessment. No API ke |
| Analyze text for demographic bias patterns, stereotyping, and unfair language. |
| Calculate fairness metrics from prediction data. Input format: comma-separated v |
| Get detailed remediation steps for a specific type of AI bias. |
| Check bias requirements against EU AI Act Article 10 and NIST AI RMF MAP require |
Installation
pip install meok-bias-detection-mcpUsage with Claude Desktop
Add to your Claude Desktop MCP config (claude_desktop_config.json):
{
"mcpServers": {
"bias-detection-mcp": {
"command": "python",
"args": ["-m", "meok_bias_detection_mcp.server"]
}
}
}Usage with FastMCP
from mcp.server.fastmcp import FastMCP
# This server exposes 5 tool(s) via MCP
# See server.py for full implementationIf this tool helps your compliance workflow, please star this repo — it helps other teams find it.
Wire it up — full stack
Pair this with the MEOK chain that turns one agent action into ONE signed compliance event:
bft-progress-council-mcp — anti-loop guardrail
agent-token-budget-mcp — hard spend cap
agent-prompt-injection-firewall-mcp — OWASP LLM01 scan
agent-audit-logger-mcp — hash-chained evidence
a2a-governance-bridge-mcp — fold N attestations → 1 signed event
agent-incident-relay-mcp — broadcast incidents to 5 regimes simultaneously
See meok.ai/mcp-stack for the full architecture and meok.ai/mcp-stack/demo for the live in-browser demo.
License
MIT © MEOK AI Labs
<<<<<<< Updated upstream
Stashed changes
Sister MCPs
Part of the MEOK Governance pack — designed to work together as a fleet. Install the whole pack with npx meok-setup --pack governance, or pick the ones you need:
Cyber Resilience Act →
uvx cra-compliance-mcp· PyPI · GitHubAI Incident Reporting →
uvx ai-incident-reporting-mcp· PyPI · GitHub
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 |
£29/mo + £0.0002/call | Spiky usage across many MCPs | |
Substrate bundle (this category) | £99-£499/mo | A whole pack |
£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.
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