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"Basic concepts and understanding of memory" matching MCP servers:

  • 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

  • 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

  • ThreadMine MCP Server

    maschiojv
    A
    license
    A
    quality
    C
    maintenance
    Enables analysis of JVM thread dumps to detect deadlocks, CPU spikes, pool exhaustion, and virtual thread pinning, returning a health score and interactive report link.
    Last updated
    2
    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

  • tiny-loki-mcp

    myers-gh1328
    A
    license
    A
    quality
    C
    maintenance
    Enables read-only querying of Grafana Loki logs through tools like label discovery, LogQL queries, and recent log retrieval, without requiring knowledge of the Loki API.
    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

  • berserk-mcp

    ssimonsen0202
    A
    license
    A
    quality
    B
    maintenance
    Enables LLMs to answer Berserk observability questions by calling verified KQL tools instead of hand-authoring queries, with role-based tool filtering and automated query discovery.
    Last updated
    35
    1
    MIT

  • beszel-mcp

    weeebdev
    A
    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

  • @byterover/umami-mcp

    campfirein
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server for Umami analytics, enabling natural language queries of website stats, traffic trends, events, sessions, and analytics reports.
    Last updated
    13
    185
    Elastic 2.0

  • Zabbix MCP Server

    mhajder
    A
    license
    A
    quality
    A
    maintenance
    Provides advanced, programmable access to Zabbix monitoring data and management features, enabling querying, automation, and integration of Zabbix resources.
    Last updated
    53
    8
    MIT

  • prometheus-mcp

    idanfishman
    A
    license
    A
    quality
    D
    maintenance
    Provides seamless integration between AI assistants and Prometheus, enabling natural language interactions with your monitoring infrastructure. This server allows for effortless querying, discovery, and analysis of metrics.
    Last updated
    10
    495
    27
    MIT

  • OpenTelemetry MCP Server

    agarwalvivek29
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to query Prometheus metrics and Loki logs for intelligent alert investigation and troubleshooting. Provides service discovery, metric querying, log searching, and correlation tools to help identify root causes of issues.
    Last updated
    9