Multi-source async competitive intelligence engine for AI training data ecosystems with watermark-driven incremental scanning & anomaly detection. CLI + MCP ready.
python cli mcp competitive-intelligence anomaly-detection training-data huggingface llm ai-data-pipeline knowlyr async-crawling
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Updated
Feb 25, 2026 - Python