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

  • Hybrid RAG MCP Server

    jiarongli517021911144
    A
    license
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    quality
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    maintenance
    A modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.
    Last updated
    MIT

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    Last updated
    40
    1
    Apache 2.0
  • ThinkNEO MCP SMB by thinkneo-ai

    ThinkNEO MCP SMBofficial

    thinkneo-ai
    A
    license
    A
    quality
    A
    maintenance
    8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets detection), FinOps (AI cost tracking and budgets), Observability (agent tracing), Smart Router (17+ models, 9 providers), Trust Score (governance scoring 0-100), Memory (persistent agent memory), ThinkSecure (runtime security + SOC2/GDPR audit), and A2A Lite (agent-to-agent protocol). 37 tools total, TNC credits
    Last updated
    4
    MIT

  • cyberrescue

    Vivekpatil200320
    A
    license
    A
    quality
    B
    maintenance
    A locally-hosted MCP (Model Context Protocol) server that gives Claude real tools to debug Docker containers — fetch logs, inspect memory/CPU, and run diagnostic commands inside a container, all from a chat with Claude Desktop.
    Last updated
    3
    1
    MIT

  • openclaw-health-mcp

    temurkhan13
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    license
    A
    quality
    B
    maintenance
    MCP server for AI agent deployment health — gateway status, CPU/memory/swap, recent errors from journalctl/dmesg, skill registry integrity, upgrade outcomes, cron + disk usage. Each component gets HEALTHY/DEGRADED/CRITICAL classification with overall rollup.
    Last updated
    8
    MIT

  • Sentry MCP Server

    elad12390
    A
    license
    A
    quality
    C
    maintenance
    Enables searching and analyzing Sentry issues, events, and traces via natural language, providing tools for error investigation and distributed tracing.
    Last updated
    4
    MIT

  • mcp-dotnet-diagnostics

    aayushmdesai
    A
    license
    A
    quality
    B
    maintenance
    Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process — no code changes required.
    Last updated
    7
    1
    MIT

  • beszel-mcp

    weeebdev
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    license
    A
    quality
    C
    maintenance
    MCP server for Beszel system monitoring that provides tools to list systems, containers, alerts, and query CPU, memory, disk, and network stats.
    Last updated
    6
    21
    MIT

  • kubopt

    kubeopt
    A
    license
    A
    quality
    A
    maintenance
    Kubernetes cluster cost analysis and optimization. Query costs, find savings opportunities, get rightsizing recommendations, and analyze pod spend across AKS, EKS, and GKE — directly from Claude
    Last updated
    6
    12
    Apache 2.0

  • linux-profiler

    yuezhongtao
    A
    license
    A
    quality
    C
    maintenance
    A comprehensive Linux system performance profiler with MCP remote invocation support, featuring advanced process profiling and flame graph generation.
    Last updated
    10
    1
    Apache 2.0