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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with Incident.io to manage incidents, severities, and health checks via natural language. Provides endpoints for getting and creating incidents.
    1
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live visitors, and user journeys.
    10
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to query Grafana datasources (Prometheus/Loki metrics and SQL databases like ClickHouse/Postgres/MySQL) and search or inspect dashboards through natural language, using read-only access to Grafana's API.
    6
    MIT
  • 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
    B
    maintenance
    A Model Context Protocol server that enables LLMs to retrieve and analyze OpenTelemetry traces and metrics from Logfire, supporting exception tracking and custom SQL queries against telemetry data.
    4
    162
    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
    44
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that connects AI agents to Scouter APM, enabling natural-language queries against real-time application performance data.
    25
    22
    3
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Provides a suite of 33 tools for interacting with Tencent Cloud Log Service (CLS), enabling log analysis, PromQL metrics queries, and resource management. It allows AI assistants to perform CQL/SQL retrieval, manage alarm strategies, and handle data processing tasks with tiered permission controls.
    24
    6
    Apache 2.0
  • F
    license
    A
    quality
    C
    maintenance
    Read-only MCP server that exposes Kubernetes platform state (tenants, pods, SLOs, ArgoCD applications, chaos schedules, and catalog services) to AI agents, enabling natural language queries about cluster health and configuration.
    6
  • A
    license
    A
    quality
    D
    maintenance
    A server that enables AI assistants to access and query Grafana dashboards, metrics, logs, and configurations through an MCP protocol interface.
    10
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    This MCP server enables AI assistants to interact with a BT Panel server through natural language, allowing users to query logs, manage websites, and monitor system status without manual panel login.
    9
    81
    10
    MIT
  • F
    license
    B
    quality
    F
    maintenance
    A Model Context Protocol server that enables AI assistants to interact with Sentry for error tracking and monitoring, allowing retrieval and analysis of error data, project management, and performance monitoring through the Sentry API.
    11
    21
  • A
    license
    B
    quality
    D
    maintenance
    A TypeScript-based MCP server that enables users to interact with Prometheus metrics using PromQL queries and discovery tools. It allows LLMs to retrieve time-series data, metadata, alerts, and system status directly from a Prometheus instance.
    10
    85
    1
    MIT