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Curated collection of top MCP servers on GitHub with quality filtering and leaderboards. Features community voting, category browsing, and search for agent tool discovery. Superior curated selection compared to general GitHub awesome lists for MCP server exploration.

Official Docker Hub directory for containerized MCP servers, supporting search, ratings, stats, and one-click pulls for agent deployment. Features security scans and leaderboards by downloads. Container-focused registry ideal for scalable MCP discovery vs source-only GitHub lists.

Largest MCP server marketplace and registry with over 19,000 servers, featuring search, filtering by category/language, usage leaderboards, and daily updates. Essential for discovering production-ready MCP servers for AI agents. Comprehensive scale and analytics surpass static GitHub awesome lists.