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"How to work with Claude AI code or integrate it" matching MCP servers:

  • mcp-it-ops

    bastiaan365
    F
    license
    A
    quality
    D
    maintenance
    Exposes homelab and IT-ops tools to Claude, including system health monitoring, Grafana alert states, Docker container status, Loki logs, SMART disk health, and more.
    8
    1

  • claude-replay

    constripacity
    A
    license
    A
    quality
    A
    maintenance
    Enables search, analytics, and visualization of Claude Code sessions with MCP tools for session management, recovery, and insights.
    10
    1
    MIT
  • Log Analyzer with MCP by awslabs

    Log Analyzer with MCPofficial

    awslabs
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.
    167
    Apache 2.0

  • Claude Code Usage

    wheelbarrel00
    A
    license
    Not graded
    quality
    B
    maintenance
    Surface Claude Code token usage, estimated cost, and plan-limit status in any MCP client. Enables agents to query usage data from local logs and Anthropic API.
    MIT

  • site24x7-code-mode-mcp

    jmpijll
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server for Zoho Site24x7 that uses a JavaScript sandbox to execute API calls, enabling management of monitors, accounts, and MSP/BU tenancy through natural language.
    2
    MIT

  • mcp-debug-claude-desktop

    rsascha
    A
    license
    A
    quality
    B
    maintenance
    An instrumented MCP server for debugging lost tool calls in Claude Desktop, using ping, echo, sized_echo, and slow_echo tools to record and analyze the full protocol flow.
    4
    MIT

  • Vectra AI MCP Server

    vectra-ai-research
    A
    license
    B
    quality
    C
    maintenance
    Connects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.
    23
    5
    MIT

  • Claude Telemetry MCP

    cordlesssteve
    F
    license
    B
    quality
    Not graded
    maintenance
    Provides comprehensive telemetry and usage analytics for Claude Code sessions, including token usage tracking, cost monitoring, and tool usage patterns. Enables users to monitor their Claude usage with detailed metrics, warnings, and trend analysis.
    12
  • Confident AI by confident-ai

    Confident AIofficial

    confident-ai
    A
    license
    Not graded
    quality
    B
    maintenance
    Connects AI-powered tools to the Confident AI platform for evaluating, observing, and iterating on AI quality, enabling cloud evaluations, dataset management, prompt versioning, production tracing, and human annotations directly from editors like Cursor and Claude Code.
    2
    MIT

  • Claude Ops Investigator

    Randhir123
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables read-only Kubernetes incident investigation through MCP tools for listing pods, describing resources, fetching logs, and searching runbooks.
    1

  • ai-usage-mcp

    flaviozantut
    F
    license
    Not graded
    quality
    B
    maintenance
    Read-only MCP server for querying AI usage metrics (exact tokens, cost, latency, errors, productivity) from a local SQLite database, enabling charts and analysis in Claude Code and Cursor.
  • @verlon-ai/mcp by verlon-ai

    @verlon-ai/mcpofficial

    verlon-ai
    A
    license
    A
    quality
    B
    maintenance
    Model Context Protocol server for Verlon AI that exposes gates, logs, recommendations, and experiments as MCP tools, enabling coding agents to inspect and manage AI infrastructure natively.
    5
    163
    MIT