Kultur.dev

by kultur-dev

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Multimodal Cultural Intelligence Infrastructure for AI Agents. The only MCP server that analyzes text, images, and video for cultural risks across 200+ markets. 9 specialized tools including image analysis for culturally sensitive gestures, symbols, and colors, plus video analysi

Details

Author
kultur-dev
Downloads
293
Categories
Other, Media, AI

- Analyzes text, images, and video for cultural risks.
- Rewrites content with cultural adaptation.
- Generates culturally-native content.
- Supports 200+ markets and multiple industry verticals.
- Provides expert-level cultural knowledge queries.
- Offers timestamped risk reports for video analysis.

Setting up with Highlight

This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:

  1. Download and install Highlight from highlightai.com/download
  2. Navigate to the plugins tab and select "Add Custom Plugin"
  3. Configure the plugin with the settings below
    Plugin Name Kultur.dev
    Command (node, npx, python, etc.)

    Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.

  4. Enable "Start Automatically" if you want the plugin to start when Highlight launches

From the repository

Connect any MCP-compatible client (Claude Desktop, Cursor, VS Code, Windsurf) to the SSE endpoint https://kultur.dev/api/mcp-sse/sse and authenticate with an API key obtained from kultur.dev. Use the nine available tools for cultural analysis, rewriting, generation, and media analysis.

Claude Desktop / Cursor

Paste into your MCP client config file to install this server.

{
    "mcpServers": {
        "kultur.dev": {
            "kultur-dev": {
                "command": "npx",
                "args": [
                    "-y",
                    "@kultur-dev/mcp-server"
                ],
                "env": {
                    "KULTUR_API_KEY": "<YOUR_API_KEY>"
                }
            }
        }
    }
}

McpServers

{
    "kultur-dev": {
        "command": "npx",
        "args": [
            "-y",
            "@kultur-dev/mcp-server"
        ],
        "env": {
            "KULTUR_API_KEY": "<YOUR_API_KEY>"
        }
    }
}

Cultural Intelligence Infrastructure for AI Agents

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•Docs•OpenAPI Spec•Quick Start•Tools•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 exposes9 specialized toolsplusmultimodal and streaming endpointsthat any MCP-compatible client can use:

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

Authentication via Bearer token in theAuthorizationheader.

Add to yourclaude_desktop_config.json:

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

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

For non-MCP integrations, Kultur.dev provides a comprehensive REST and WebSocket API:

Example: Real-time Streaming (WebSocket)

const socket = new WebSocket('wss://kultur.dev/api/v1/streaming/analyze'); socket.onopen = () => { socket.send(JSON.stringify({ "auth_token": "YOUR_API_KEY", "target_country": "SA", "frame_data": "base64_encoded_frame" })); }; socket.onmessage = (event) => { const analysis = JSON.parse(event.data); console.log('Real-time Cultural Risk:', analysis.risk_score); };

All requests require a valid API key passed as a Bearer token:
- Visit
kultur.dev
- Sign up for a plan
- Copy your API key from the dashboard

Free tier includes full access to all tools including multimodal analysis. Pro and Enterprise tiers provide clean, production-ready responses and access toReal-time Streamingendpoints.

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.

For Global Enterprises:CRM systems that adapt communication style per market. Marketing teams launching campaigns across culturally diverse regions. E-commerce platforms expanding internationally with culturally appropriate imagery. Compliance teams ensuring brand safety across all regions. HR platforms with cultural onboarding intelligence.

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. Multimodal content screening pipelines.

Every AI agent operating across borders. Every global marketing team. Every e-commerce platform expanding internationally. Every content platform serving diverse audiences. Every localization team that needs more than translation. They need cultural adaptation. Every compliance team responsible for brand safety across regions.

The cost of a cultural mistake is measured in millions. The cost of preventing one is an API call.

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

Kultur.dev is also available as a nativeComposio toolkitfor LangChain, CrewAI, and OpenAI integrations:

The toolkit provides 8 LocalAction tools:

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")

Documentation:kultur.dev/docs|Email:contact@kultur.dev|Issues:GitHub Issues

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