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

  • Graph-Memory

    stevepridemore
    A
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    quality
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    Self-hosted personal knowledge graph for Claude that persists across sessions, devices, and tools. Built on Neo4j with local semantic embeddings; OAuth 2.1 lets Claude Code, Claude Desktop, and claude.ai web all hit the same graph.
    Last updated
    23
    62
    2
    MIT

  • Knowledge Graph Memory Server

    itseasy21
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    quality
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    An implementation of persistent memory for Claude using a local knowledge graph, allowing the AI to remember information about users across conversations with customizable storage location.
    Last updated
    11
    2,421
    62
    JavaScript
    MIT

  • graph-lending-mcp

    PaulieB14
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    quality
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    maintenance
    MCP server that exposes unified AI-friendly tools over Messari's standardized lending subgraphs on The Graph. One natural-language query → fan out across 40+ lending protocols on multiple chains → get back structured, comparable data.
    Last updated
    19
    3
    1
    MIT

  • celiums-memory

    terrizoaguimor
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    license
    A
    quality
    B
    maintenance
    Cognitive memory engine for AI agents with 5,100+ knowledge modules, circadian rhythm awareness, emotional state tracking (PAD model), and hybrid semantic search. Supports persistent per-user memory, project-scoped contexts, and multi-protocol access.
    Last updated
    26
    18
    Apache 2.0

  • graph-tool-call

    SonAIengine
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    maintenance
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    Last updated
    6
    6
    MIT

  • lean-memory

    Wuesteon
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    quality
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    maintenance
    Embedded, local-first agent memory: facts extracted into a per-namespace SQLite file (vec0 + FTS5) with hybrid retrieval and point-in-time (time-travel) queries. ADD-only history over stdio — no server process, no cloud dependency.
    Last updated
    16
    3
    47
    Apache 2.0

  • graph-polymarket-mcp

    PaulieB14
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    license
    A
    quality
    C
    maintenance
    An MCP server that enables querying Polymarket prediction market data through The Graph subgraphs. It provides tools for accessing market stats, trader P\&L, user positions, and orderbook activity using AI agents.
    Last updated
    31
    128
    3
    MIT

  • Graph AAVE MCP

    PaulieB14
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    license
    A
    quality
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    maintenance
    MCP server for querying AAVE V2/V3 lending protocol and governance data via The Graph subgraphs. Exposes 14 tools and 5 guided prompts that any AI agent (Claude, Cursor, Copilot, etc.) can use to query lending markets, user positions, health factors, liquidations, flash loans, rate history, and AAVE governance — across 7 chains (Ethereum, Base, Arbitrum, Polygon, Optimism, Avalanche, Fantom) via
    Last updated
    40
    133
    2
    MIT

  • Narrative Graph MCP

    angrysky56
    F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server implementing the Random Tree Model for encoding, compressing, and recalling narrative information across different levels of abstraction with configurable cognitive parameters.
    Last updated
    4