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Hybrid Memory Models Combining Relational, Graph, and RAG Approaches MCP tools

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

44,844 tools. Last updated 2025-12-15 18:05
  • Generate AI-powered responses by combining real-time web search with advanced language models, ideal for complex queries requiring reasoning and synthesis across multiple sources, with contextual memory for follow-up questions.
    MIT License
  • Search your knowledge graph memory using semantic vector embeddings to find entities similar to your query, with options for hybrid search, similarity thresholds, and entity type filtering.
    MIT License
  • Search the R2R knowledge base using semantic, hybrid, or graph methods to find relevant documents and information for development, research, or debugging tasks.

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