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  • F
    license
    B
    quality
    D
    maintenance
    Tracks protocol adherence and maintains audit trails for Claude sessions, providing tools for logging steps, activities, and violations, and computing compliance scores.
    8
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to create and configure monitors, subscribe to their evidence streams with durable cursors, and process observations with guaranteed at-least-once delivery.
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that records agent execution metrics and exposes a Context Window Explorer to visualize exactly what entered the model's context window across sessions, tokens, and tool calls.
    8
    3
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to access real-time Windows PC context including active window, system performance, screen time, productivity analytics, and historical usage through MCP tools.
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    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
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables auditing MCP servers' tools by their estimated context token cost, ranking verbose names, descriptions, and schemas before they consume the agent window. Can run as an MCP tool so agents can budget their own context.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Provides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform pod health analysis with resource trend tracking.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides unified project context and monitoring capabilities including project health metrics, build diagnostics, Git integration, and infrastructure validation to initialize development sessions with comprehensive project information.
    -
  • F
    license
    A
    quality
    B
    maintenance
    Enables assistants to read-only explore and analyze Grafana dashboards and data sources, execute queries against Prometheus and Azure Log Analytics, and run guided investigation workflows.
    7
    2
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  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that provides LLM Agents with a comprehensive toolset for IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.
    5
    325 npm
    18
    Apache 2.0
  • F
    license
    A
    quality
    B
    maintenance
    MCP server for inspecting IBM Liberty/WebSphere application servers over SSH, enabling reading sanitized configs, performing health checks, and searching logs remotely.
    4
    -
  • F
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn Scheduler, allowing AI agents to observe and reason about Kubernetes batch workload resource management, queue hierarchies, and application states.
    7
    10
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  • F
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol server that gives LLM clients full access to your AppDynamics monitoring data — plus the ability to create and manage dashboards and health rules.
    30
    5
    -
  • A
    license
    A
    quality
    F
    maintenance
    Connects AI assistants to PostHog to query events, persons, insights, dashboards, feature flags, cohorts, and experiments through the Model Context Protocol.
    13
    28 npm
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Connect AI assistants to Sentry for error tracking, issues, releases, events, and project management through the Model Context Protocol. Provides tools to list organizations, projects, issues, events, releases, teams, and members, as well as get details and update issue status.
    12
    30 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Bridges web browsers and Claude Code for seamless debugging workflows by receiving debug data from browser widgets and exposing it to Claude Code via MCP protocol.
    10
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