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"Hybrid Memory Models Combining Relational, Graph, and RAG Approaches" matching MCP servers:

  • rag-mcp

    NextLevelManagementAdvisors
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    Enables ingestion and semantic search over text documents using PostgreSQL + pgvector and OpenAI-compatible embeddings, allowing any LLM agent to retrieve relevant chunks for grounded answers.
    Last updated
    4
    AGPL 3.0

  • Agentic RAG MCP

    enached134-ctrl
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    A multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls evidence from a pgvector knowledge base, optionally augments it with live web research, drafts a cited answer, and then self-critiques it for grounding — revising until the answer is supported by the sources.
    Last updated
    3
    1
    MIT

  • mcp-memory

    oneKn8
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    Provides persistent memory with semantic search for MCP-based AI agents, enabling them to store and recall information across sessions using vector embeddings.
    Last updated
    4
    1
    MIT

  • better-code-review-graph

    n24q02m
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    maintenance
    Knowledge graph for token-efficient code reviews. Builds a structural map of your codebase with Tree-sitter, tracks changes incrementally, and gives AI agents precise context via MCP tools. Features fixed multi-word search, qualified call resolution, dual-mode embedding (ONNX local + LiteLLM cloud), and output pagination.
    Last updated
    7
    66
    MIT

  • universal-memory

    YanAmorelli
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    A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across sessions. Features an auto-adaptation engine that syncs global instructions to ensure operational cohesion and optimize token usage across any LLM or multi-agent workflow.
    Last updated
    37
    5
    Apache 2.0

  • google-drive-rag-mcp

    asamiile
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    A local MCP server that enables LLMs to securely search and read files within designated Google Drive folders. Supports Google Docs, Google Sheets, PDFs, and plain text with strict folder-scoping via service account authentication.
    Last updated
    4
    MIT

  • Memory MCP Server

    michael-denyer
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    license
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    quality
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    maintenance
    Provides a persistent "second brain" for Claude featuring zero-latency hot caching, semantic cold storage, and automatic pattern mining from activity logs. It enables users to store, search, and automatically extract project facts and code patterns for enhanced contextual recall.
    Last updated
    56
    7
    MIT

  • solar-mcp

    qso-graph
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    MCP server for space weather and HF propagation conditions — live solar flux, Kp index, DSCOVR solar wind, X-ray flux, alerts, 27-day forecast, and band-by-band outlook through any MCP-compatible AI assistant.
    Last updated
    7
    2
    GPL 3.0

  • wspr-mcp

    qso-graph
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    quality
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    Enables querying WSPR beacon data including live spots, band activity, top beacons, propagation paths, and SNR trends through any MCP-compatible AI assistant.
    Last updated
    9
    GPL 3.0

  • qrz-mcp

    qso-graph
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    quality
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    maintenance
    MCP server for QRZ.com — callsign lookups, DXCC entity resolution, and logbook queries through any MCP-compatible AI assistant.
    Last updated
    6
    1
    GPL 3.0