MLflow vs Model Context Protocol (MCP): licensing, GitHub activity, and what each is actually for. Neutral comparison, no paid rankings.
MLflow: Open source. 28,370 GitHub stars. Open source platform for ML lifecycle management. Track experiments, package models, and validate ML pipelines in production.
Model Context Protocol (MCP): Open source. 91,208 GitHub stars. Anthropic's open protocol connecting AI systems to data sources. Test integrations between LLMs and external tools/databases.