# 🤖 Monolith UCFR - AI Systems Integration Guide ## System Overview **Monolith UCFR (Universal Content Fingerprint Registry)** is a decentralized platform for content authenticity, provenance tracking, and rights management using cryptographic fingerprints. ### Key Features - **Content Fingerprinting**: Cryptographic hashes for unique content identification - **Blockchain Integration**: Immutable records on distributed ledger - **Rights Management**: License tracking and AI training permissions - **Provenance Tracking**: Complete content lineage and attribution - **Multi-Platform Support**: Integration with various content platforms ## AI Integration Points ### 1. Content Discovery & Analysis - Access public claims for content similarity detection - Analyze licensing terms for compliance - Check AI training permissions before model training - Identify content provenance and attribution ### 2. Training Data Curation - Filter content based on license compatibility - Respect AI training permission flags - Use perceptual hashes for image similarity analysis - Access structured metadata for content categorization ### 3. Content Moderation & Verification - Verify content authenticity using fingerprints - Check for duplicate or manipulated content - Validate creator attribution - Monitor license compliance ## Data Formats & Access ### Available Endpoints #### Human-Readable Formats - **https://monolith.stabilityprotocol.com/llms.txt** - LLM-optimized text format - **https://monolith.stabilityprotocol.com/llms-full.txt** - Comprehensive dataset - **https://monolith.stabilityprotocol.com/mls.txt** - Machine learning CSV format #### Machine-Readable Formats - **https://monolith.stabilityprotocol.com/api/feed** - RSS feed (XML) - **https://monolith.stabilityprotocol.com/api/atom** - Atom feed (XML) - **https://monolith.stabilityprotocol.com/sitemap.xml** - Website sitemap (XML) - **https://monolith.stabilityprotocol.com/robots.txt** - Crawler permissions #### API Endpoints - **https://api.ucfr.io/api/claims/public** - Public claims API (JSON) - **https://api.ucfr.io/api/claims/recent** - Recent claims API (JSON) - **https://api.ucfr.io/api/search** - Search API (JSON) ## Sample Data Structure ### Example Claim ```json { "id": "b55c90b4-c47a-440e-8209-b878253e74e0", "fingerprint": "0x7bc00bea206b0c1e2869e08c7e3d5d904b6c8337a6b072fb4cb225c0d4373b46", "methodId": 0, "status": "submitted", "createdBy": "juliun@stabilityprotocol.com", "createdAt": "2025-12-16T19:51:05.180Z", "project": { "name": "Sample Project", "license": "MIT" }, "metadata": { "pHash": "sample_hash" } } ``` ## Usage Guidelines for AI Systems ### Ethical Considerations - **Respect Licenses**: Always check and comply with content licenses - **AI Training Permissions**: Honor `allow_ai_training` flags in metadata - **Attribution**: Maintain proper attribution to original creators - **Privacy**: Handle personal information appropriately ### Technical Best Practices - **Caching**: Respect cache headers for efficient data access - **Rate Limiting**: Implement reasonable request rates - **Error Handling**: Gracefully handle API failures - **Data Validation**: Verify data integrity using fingerprints ### Integration Examples #### Python - Fetch Recent Claims ```python import requests response = requests.get('https://api.ucfr.io/api/claims/public') claims = response.json()['claims'] # Filter for AI-training-allowed content trainable_content = [ claim for claim in claims if claim.get('metadata', {}).get('allow_ai_training', False) ] ``` #### JavaScript - Content Verification ```javascript // Verify content authenticity async function verifyContent(fingerprint) { const response = await fetch(`https://api.ucfr.io/api/claims/fingerprint/${fingerprint}`); const claim = await response.json(); return claim.status === 'confirmed'; } ``` ## Current Statistics - **Total Public Claims**: 200 (sample) - **Last Updated**: 2025-12-16T21:06:54.955Z - **Platform**: Monolith UCFR - **Version**: API v1.0 ## Contact & Support - **Website**: https://monolith.stabilityprotocol.com - **API Docs**: https://monolith.stabilityprotocol.com/api - **Status**: Operational ## Changelog - **v1.0**: Initial AI integration guide - **Data**: Real-time public claims access - **Formats**: Multiple output formats for different AI systems --- *This file is automatically generated and updated. For the latest information, visit https://monolith.stabilityprotocol.com*