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Agent Dilemma - Concept or Topic Search MCP tools

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

77,762 tools. Last updated 2026-03-11 01:00
  • Search the global concept store in Kratos-MCP to retrieve relevant code snippets, comments, or runtime traces using query keywords, result limits, and optional concept filters.
    MIT
  • Search journal entries by concept, keyword, or phrase across all template types to find notes, recall information, or explore topics using natural language queries.
  • Search Coolify documentation, retrieve topic details, access API references, or find troubleshooting guides for self-hosted instances. Simplify app deployment and management with integrated support.
  • Search agent memory using semantic similarity to retrieve relevant context across sessions, filter by agent, role, or session, and find stored information through natural language queries.

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