mcp-kultur

mcp-kultur

Cultural Intelligence Infrastructure for AI Agents. Analyze cultural context, check sensitivity, localize content across 200+ markets with 15 tones and 8 specialized tools.

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README

<p align="center"> <img src="https://kultur.dev/favicon.svg" alt="Kultur.dev" width="80" height="80"> </p>

<h1 align="center">Kultur.dev MCP Server</h1>

<p align="center"> <strong>Cultural Intelligence Infrastructure for AI Agents</strong><br> The world's first MCP server for cultural analysis, sensitivity checking, localization guidance, Hofstede dimensions, and geopolitical risk. </p>

<p align="center"> <a href="https://kultur.dev">Website</a> • <a href="https://kultur.dev/docs">API Docs</a> • <a href="#quick-start">Quick Start</a> • <a href="#tools">Tools</a> • <a href="#pricing">Pricing</a> </p>


Overview

Kultur.dev provides cultural intelligence as an API — enabling AI agents, LLMs, and enterprise software to understand cultural context, avoid sensitivity violations, and communicate effectively across 195+ countries and 50+ languages.

The MCP (Model Context Protocol) server exposes 9 specialized tools that any MCP-compatible client can use:

Tool Description
analyze_cultural_context Deep cultural analysis for any country — values, taboos, business etiquette, communication norms
check_cultural_sensitivity Scan text for cultural sensitivity issues with severity scoring and fix suggestions
get_localization_guidance Get localization recommendations across 15 tones (formal, humble, celebratory, respectful, casual, neutral, professional, friendly, humorous, marketing, legal, medical, technical, academic, diplomatic)
compare_cultures Side-by-side cultural comparison between any two countries
get_communication_style Communication preferences, negotiation styles, and business protocol for any culture
get_holiday_calendar Cultural and religious holidays, observances, and scheduling considerations
analyze_hofstede Hofstede's 6 cultural dimensions analysis with scores and business implications
compare_hofstede Compare Hofstede dimension scores between two countries
get_geopolitical_heatmap Geopolitical risk analysis with adaptive EWA scoring across 12 risk categories

Quick Start

Option 1: SSE Transport (Recommended)

Connect any MCP client to the Kultur.dev SSE endpoint:

https://kultur.dev/api/mcp-sse/sse

Authentication via Bearer token in the Authorization header.

Option 2: Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "kultur-dev": {
      "url": "https://kultur.dev/api/mcp-sse/sse",
      "headers": {
        "Authorization": "Bearer YOUR_API_KEY"
      }
    }
  }
}

Option 3: Cursor IDE

Add to your Cursor MCP settings (.cursor/mcp.json):

{
  "mcpServers": {
    "kultur-dev": {
      "url": "https://kultur.dev/api/mcp-sse/sse",
      "headers": {
        "Authorization": "Bearer YOUR_API_KEY"
      }
    }
  }
}

Option 4: Windsurf IDE

Add to your Windsurf MCP configuration:

{
  "mcpServers": {
    "kultur-dev": {
      "serverUrl": "https://kultur.dev/api/mcp-sse/sse",
      "headers": {
        "Authorization": "Bearer YOUR_API_KEY"
      }
    }
  }
}

Option 5: VS Code / GitHub Copilot

Add to your VS Code settings.json:

{
  "mcp": {
    "servers": {
      "kultur-dev": {
        "type": "sse",
        "url": "https://kultur.dev/api/mcp-sse/sse",
        "headers": {
          "Authorization": "Bearer YOUR_API_KEY"
        }
      }
    }
  }
}

Option 6: Cline

Add to your Cline MCP settings:

{
  "mcpServers": {
    "kultur-dev": {
      "url": "https://kultur.dev/api/mcp-sse/sse",
      "headers": {
        "Authorization": "Bearer YOUR_API_KEY"
      }
    }
  }
}

REST API

For non-MCP integrations, Kultur.dev also provides a REST API:

Endpoint Method Description
/api/v1/analyze/text POST Cultural context analysis
/api/v1/analyze/hofstede POST Hofstede dimensions analysis
/api/v1/rewrite POST Culturally-aware text rewriting
/api/v1/sensitivity/check POST Cultural sensitivity scanning
/api/v1/localization/guidance POST Localization recommendations
/api/v1/geopolitical/heatmap POST Geopolitical risk scoring

Example: Analyze Cultural Context

curl -X POST https://kultur.dev/api/v1/analyze/text \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "text": "Schedule a business meeting in Tokyo",
    "target_country": "JP",
    "source_country": "US"
  }'

Example: Check Cultural Sensitivity

curl -X POST https://kultur.dev/api/v1/sensitivity/check \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "text": "Let us raise a toast to our partnership",
    "target_countries": ["SA", "IR"]
  }'

Authentication

All requests require a valid API key passed as a Bearer token:

Authorization: Bearer YOUR_API_KEY

Get Your API Key

  1. Visit kultur.dev
  2. Sign up for a plan
  3. Copy your API key from the dashboard

Pricing

Plan Credits Markets Price
Free 1,000/month 3 countries $0
Pro 50,000/month All 195 countries $49/month
Enterprise Unlimited All + custom models Contact us

Free tier responses include a watermark CTA. Pro and Enterprise tiers provide clean, production-ready responses.

Use Cases

For AI Agents & LLMs:

  • Cultural context injection before generating responses about specific countries
  • Real-time sensitivity checking on AI-generated content
  • Localization guidance for multi-market content generation

For Enterprise Software:

  • CRM systems that adapt communication style per market
  • HR platforms with cultural onboarding intelligence
  • Marketing tools with built-in cultural compliance

For Developers:

  • Add cultural awareness to any application in minutes
  • Hofstede dimensions for academic and business research
  • Geopolitical risk scoring for supply chain and investment analysis

Server Discovery

The MCP server card is available at:

https://kultur.dev/api/.well-known/mcp/server-card.json

Composio Toolkit

Kultur.dev is also available as a native Composio toolkit for LangChain, CrewAI, and OpenAI integrations:

pip install composio-kultur

The toolkit provides 8 LocalAction tools:

Tool Description
AnalyzeCulturalContext Deep cultural analysis for any market
CheckCulturalSensitivity Scan text for sensitivity issues
GetLocalizationGuidance Localization across 15 tones
CompareCultures Side-by-side cultural comparison
GetCommunicationStyle Communication preferences per culture
GetHolidayCalendar Cultural holidays and observances
AnalyzeHofstede Hofstede 6 dimensions analysis
GetGeopoliticalHeatmap Geopolitical risk scoring

LangChain Example

from composio_kultur.toolkit import KulturTool
from langchain.agents import initialize_agent

tools = KulturTool.get_tools(api_key="YOUR_API_KEY")
agent = initialize_agent(tools, llm, agent="zero-shot-react-description")
agent.run("Analyze cultural sensitivity of our ad campaign for Saudi Arabia")

Audit Grade

A+ (97%) — Independently audited by Manus AI on April 1, 2026. Full audit report available upon request.

Support

License

Copyright 2024-2026 Global InTech AI. All rights reserved.

The Kultur.dev API and MCP server are proprietary. This repository contains configuration documentation and integration guides only — no proprietary source code.

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