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Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

83,260 tools. Last updated 2026-03-16 23:03
  • Retrieve a comprehensive list of applications and services running on a specific Coolify server to monitor deployed resources and maintain system overview.
    MIT
  • Calculate gas mixture fugacity using thermodynamic equations of state like Peng-Robinson, Soave-Redlich-Kwong, Redlich-Kwong, and van der Waals for chemical engineering analysis.
    MIT
  • Analyze interactions to generate personalized learning insights and actionable recommendations, driving continuous improvement and informed decision-making through pattern recognition and machine learning.
  • Retrieve a comprehensive list of all applications managed by Coolify to monitor and manage deployments efficiently using the Coolify MCP Server interface.
  • Access a catalog of pre-built notebook templates in SingleStore Spaces to streamline workflows like data loading, query optimization, and machine learning. Includes names, descriptions, download links, and usage metrics.
    MIT

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