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  • A
    license
    A
    quality
    F
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Uptrack uptime monitoring. Manage monitors and incidents from AI agents like Claude, ChatGPT, and Cursor.
    10 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables an AI assistant such as Claude to read and edit the self-hosted network inventory: search and manage entries, check live TCP reachability, map hosts, link and derive relationships, inspect topology, compare configured read-only sources like Docker, OPNsense, AdGuard and Traefik against what is declared, surface conflicts and new devices, and review the audit log.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations.
    4
    GPL 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    A secure MCP proxy server with JWT authentication, SQL guardrails, rate limiting, and Kafka audit logging, enabling enterprise-grade access control for MCP clients like Cursor and Claude Desktop.
    -
  • A
    license
    Not graded
    quality
    F
    maintenance
    Acts as a proxy between your app and Reactotron, enabling AI assistants to read logs, inspect state, monitor network requests, and trigger custom commands.
    22 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Records runtime events from any app via zero-code instrumentation and exposes them to LLMs through MCP for autonomous debugging.
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables grading a website's security headers with per-gap fixes and a README badge, and analyzing logs, code, configs or suspicious messages to determine what happened, how severe it is, and what to fix first. Requests are masked for sensitive data and automatically retried across multiple AI providers when one refuses, subject to a defensive-use-only policy.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables users to manage project-owned operation registries, instrument services end-to-end with OpenTelemetry, analyze traces, and browse a GUI catalog through an MCP App.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A read-only MCP server that exposes Azure incident-investigation tools for a single App Service and its Application Insights telemetry, enabling an agent to correlate deployment history, platform metrics, and transaction traces.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Turn a PowerLab homelab/enterprise host into a structured, agent-driven surface for catalog browsing, app management, system observability, and compose-yaml authoring.
    5
    AGPL 3.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables an AI agent to investigate AcmeShop operational data and create incidents through a mock REST API using a local stdio transport.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI-assisted DevOps by exposing scoped, role-based tools to inspect and remediate a Docker app stack, with audit logging and allow-listed commands for safe incident response.
    -