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"How to implement intent recognition in MCP" matching MCP servers:

  • Shepherd MCP

    neuralis-in
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    license
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    quality
    D
    maintenance
    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    18
    MIT

  • mcp-hangar

    mcp-hangar
    A
    license
    A
    quality
    A
    maintenance
    The policy enforcement plane for MCP: deterministic admission and egress policy, attributable audit, and SIEM export for your MCP server fleet. Self-hosted and MIT licensed.
    22
    14
    MIT

  • Browser Runtime MCP

    MakiDevelop
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    license
    A
    quality
    A
    maintenance
    Enables AI agents to monitor and debug browser runtime errors, console logs, and page diagnostics in real time via a Chrome extension and local MCP server.
    4
    MIT

  • looplens-mcp

    musaceylan
    A
    license
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    quality
    D
    maintenance
    An MCP server for detecting retry loops and analyzing iteration patterns in agentic coding workflows, providing structured debugging intelligence to improve repair attempts.
    16
    5
    MIT
  • Auralogs MCP Server by auralogs-ai

    Auralogs MCP Serverofficial

    auralogs-ai
    A
    license
    -
    quality
    C
    maintenance
    A read-only MCP server for the Auralogs logging platform, enabling AI agents to query production logs, search errors, and retrieve AI analyses without write access. It allows you to ask your coding assistant 'what's broken in production right now?' by connecting to your logs via a simple bearer auth key.
    MIT

  • Sentry

    universal-mcp
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    license
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    quality
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    maintenance
    Enables interaction with Sentry's error tracking and monitoring tools through a unified API, allowing natural language access to Sentry services.
    MIT

  • Prometheus MCP Server

    ArkTechNWA
    A
    license
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    quality
    D
    maintenance
    Enables AI assistants to query Prometheus metrics, monitor alerts, and analyze system health through read-only access to your Prometheus server with built-in query safety and optional AI-powered metric analysis.
    MIT

  • mcp-reticle

    soth-ai
    A
    license
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    quality
    D
    maintenance
    The Wireshark for the Model Context Protocol (Reticle) intercepts, visualises, and profiles MCP JSON-RPC traffic in real time — designed for microsecond-level overhead.
    118
    MIT

  • ambient-context-mcp

    nassie256
    A
    license
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    quality
    A
    maintenance
    Windows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in controls.
    3
    MIT

  • K8s Lens MCP

    firas-mcp-servers
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    license
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    quality
    B
    maintenance
    Enables natural language Kubernetes operations, including smart resource queries, pod root-cause analysis, cross-environment diffs, and manifest generation.
    MIT

  • prolog-debug-mcp

    jackwillis
    A
    license
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    quality
    D
    maintenance
    An MCP server that uses SWI-Prolog for logical deduction to find root causes of errors in service dependencies, enabling root cause analysis, impact analysis, and cycle detection.
    1
    Creative Commons Zero v1.0 Universal

  • MCP Manager

    MCP-Manager
    A
    license
    -
    quality
    F
    maintenance
    An enterprise-level MCP gateway and proxy that sits between an organization's MCP servers and clients. MCP Manager mitigates security threats, enables fine-grained permissions, enforces policies and guardrails, and generates comprehensive, end-to-end logs.
    195
    AGPL 3.0

  • kubernetes-mcp

    kkb0318
    A
    license
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    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that provides safe, read-only access to Kubernetes resources for debugging and inspection. Built with security in mind, it offers comprehensive cluster visibility without modification capabilities.
    45
    MIT

  • TractorBeeam365 MCP

    Ringosystems
    A
    license
    -
    quality
    B
    maintenance
    A Model Context Protocol server that connects to Veeam Backup for Microsoft 365 to review backup configuration, find protection gaps, and optionally run jobs and restores with opt-in safety controls.
    2
    MIT