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"Understanding how memory is stored or memory storage methods" matching MCP servers:

  • IBM Storage Insights MCP Server by IBM

    IBM Storage Insights MCPofficial

    IBM
    A
    license
    -
    quality
    C
    maintenance
    Enables AI agents to integrate with IBM Storage Insights for seamless observability and diagnosis of registered storage assets. It provides tools to retrieve alerts, performance metrics, and system configurations via the IBM Storage Insights External APIs.
    Last updated
    9
    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

  • mshegolev/kibana-mcp

    mshegolev
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Kibana / Elasticsearch — log search, aggregations, index discovery, and dashboard browsing. Hits Elasticsearch REST API directly for log queries; falls back to Kibana Console proxy when no direct ES URL is configured. Supports ApiKey auth (best for agents), Basic auth, and anonymous access. All 5 tools are read-only (readOnlyHint: true). Returns structured JSON (outputSchema).
    Last updated
    5
    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
    A
    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

  • 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

  • Agentguard47

    bmdhodl
    A
    license
    A
    quality
    A
    maintenance
    AgentGuard47 is runtime safety infrastructure for AI agents. It adds budget caps, loop detection, retry limits, timeouts, local traces, and incident reports so agents can stop bad runs while they are happening, not just explain them afterward.
    Last updated
    7
    4
    MIT

  • Apache Airflow MCP Server

    madamak
    A
    license
    A
    quality
    A
    maintenance
    Enables inspection and management of Apache Airflow DAGs, runs, and logs across multiple instances. It provides tools for monitoring workflows and performing gated write operations like triggering DAGs or clearing task instances.
    Last updated
    16
    2
    Apache 2.0

  • Radar

    skyhook-io
    A
    license
    A
    quality
    B
    maintenance
    Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.
    Last updated
    25
    2,654
    Apache 2.0

  • session-watcher

    nomadop
    A
    license
    A
    quality
    B
    maintenance
    Session Watcher treats your prompt cache as inventory — it uses EOQ theory to tell you whether the current context is still worth carrying, and when to restart. Works with any session-based coding agent.
    Last updated
    3
    MIT

  • plausible-whenever-mcp

    Schneckenhausmann
    A
    license
    A
    quality
    C
    maintenance
    MCP server that provides read access to Plausible Analytics data with natural-language date resolution, enabling users to query analytics like 'yesterday' or 'last week' without needing to know exact date formats.
    Last updated
    8
    MIT