Cultural Intelligence Infrastructure for AI Agents β 200+ markets, 15 tones, 8 tools
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π‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
The multimodal cultural intelligence layer every AI agent and global company needs.
Analyze text, images, and video across 200+ markets before you ship, post, or launch.
Website β’ Docs β’ OpenAPI Spec β’ Quick Start β’ Tools β’ Pricing
Every AI agent operating globally is flying blind without cultural intelligence. A thumbs-up gesture that's offensive in the Middle East. A color palette that signals death in East Asia. A marketing slogan that's a slur in Brazil. These aren't edge cases. They're the daily reality of operating globally without cultural awareness.
Kultur.dev is the world's first multimodal cultural intelligence infrastructure. It gives AI agents and global enterprises the ability to analyze text, images, and video for cultural risks, sensitivity, and localization across 200+ markets, before content goes live.
Kultur.dev goes beyond text. It analyzes images for visual taboos (colors, symbols, gestures) and video content for cultural compliance across regions. It covers 200+ markets with deep, verified cultural intelligence, not surface-level summaries.
Localization comes with 15 tone styles (formal, humble, celebratory, diplomatic, marketing, medical, legal, and more). Reports are branded, boardroom-ready PDF documents, not raw JSON. Risk scoring is real-time with actionable recommendations before content ships.
The platform includes Hofstede cultural dimensions with business implications and cross-country comparison, plus geopolitical risk analysis with adaptive EWA scoring across 12 risk categories.
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 200+ markets and 50+ languages.
The MCP (Model Context Protocol) server exposes 9 specialized tools plus multimodal and streaming endpoints that any MCP-compatible client can use:
| Tool | Description |
|---|---|
analyze_cultural_context | Deep cultural analysis for any country including values, taboos, business etiquette, communication norms |
check_cultural_sensitivity | Scan text for cultural sensitivity issues with severity scoring and fix suggestions |
get_localization_guidance | 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 |
| Endpoint | Description |
|---|---|
WSS /api/v1/streaming/analyze | Real-time Streaming: Analyze video frames in real-time via WebSocket connection for live broadcasts and conferencing |
POST /api/v1/analyze/image | Analyze images for cultural sensitivity including visual taboos, symbols, colors, and gestures |
POST /api/v1/analyze/video | Analyze video content for cultural compliance across target markets |
POST /api/v1/upload/image | Upload images for cultural analysis |
POST /api/v1/upload/video | Upload video for cultural analysis |
| Endpoint | Description |
|---|---|
POST /api/v1/reports/generate | Generate branded, boardroom-ready PDF cultural audit reports |
Connect any MCP client to the Kultur.dev SSE endpoint:
Authentication via Bearer token in the Authorization header.
Add to your claude_desktop_config.json:
Add to your Cursor MCP settings (.cursor/mcp.json):
Add to your Windsurf MCP configuration:
Add to your VS Code settings.json:
Add to your Cline MCP settings:
For non-MCP integrations, Kultur.dev provides a comprehensive REST and WebSocket API:
| Endpoint | Method | Description |
|---|---|---|
/api/v1/analyze/text | POST | Cultural context analysis |
/api/v1/analyze/hofstede | POST | Hofstede dimensions analysis |
/api/v1/analyze/hofstede/compare | POST | Compare Hofstede scores between countries |
/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 |
| Endpoint | Method | Description |
|---|---|---|
/api/v1/streaming/analyze | WSS | Real-time video frame analysis via WebSocket |
/api/v1/analyze/image | POST | Analyze images for cultural sensitivity |
/api/v1/analyze/video | POST | Analyze video for cultural compliance |
/api/v1/upload/image | POST | Upload image for analysis |
/api/v1/upload/video | POST | Upload video for analysis |
| Endpoint | Method | Description |
|---|---|---|
/api/v1/reports/generate | POST | Generate branded PDF cultural audit reports |
All requests require a valid API key passed as a Bearer token:
| Plan | Credits | Markets | Price |
|---|---|---|---|
| Free | 1,000/month | 3 countries | $0 |
| Pro | 10,000/month | All 200+ markets | $49/month |
| Enterprise | Unlimited | All + custom models | Contact us |
Free tier includes full access to all tools including multimodal analysis. Pro and Enterprise tiers provide clean, production-ready responses and access to Real-time Streaming endpoints.
For Podcasters & Broadcasters: Real-time cultural monitoring of live video feeds to ensure global brand safety. Instant alerts for visual taboos or sensitive gestures during live streaming.
For AI Agents & LLMs: Cultural context injection before generating responses about specific countries. Real-time sensitivity checking on AI-generated content (text, images, and video). Localization guidance for multi-market content generation. Visual content screening before publishing to international audiences.
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