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.
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
- Visit kultur.dev
- Sign up for a plan
- 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
- Documentation: kultur.dev/docs
- Email: contact@globalintech.ai
- Issues: GitHub Issues
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.
推荐服务器
Baidu Map
百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。
Playwright MCP Server
一个模型上下文协议服务器,它使大型语言模型能够通过结构化的可访问性快照与网页进行交互,而无需视觉模型或屏幕截图。
Magic Component Platform (MCP)
一个由人工智能驱动的工具,可以从自然语言描述生成现代化的用户界面组件,并与流行的集成开发环境(IDE)集成,从而简化用户界面开发流程。
Audiense Insights MCP Server
通过模型上下文协议启用与 Audiense Insights 账户的交互,从而促进营销洞察和受众数据的提取和分析,包括人口统计信息、行为和影响者互动。
VeyraX
一个单一的 MCP 工具,连接你所有喜爱的工具:Gmail、日历以及其他 40 多个工具。
graphlit-mcp-server
模型上下文协议 (MCP) 服务器实现了 MCP 客户端与 Graphlit 服务之间的集成。 除了网络爬取之外,还可以将任何内容(从 Slack 到 Gmail 再到播客订阅源)导入到 Graphlit 项目中,然后从 MCP 客户端检索相关内容。
Kagi MCP Server
一个 MCP 服务器,集成了 Kagi 搜索功能和 Claude AI,使 Claude 能够在回答需要最新信息的问题时执行实时网络搜索。
e2b-mcp-server
使用 MCP 通过 e2b 运行代码。
Neon MCP Server
用于与 Neon 管理 API 和数据库交互的 MCP 服务器
Exa MCP Server
模型上下文协议(MCP)服务器允许像 Claude 这样的 AI 助手使用 Exa AI 搜索 API 进行网络搜索。这种设置允许 AI 模型以安全和受控的方式获取实时的网络信息。