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  • A
    license
    Not graded
    quality
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    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.
    169
    Apache 2.0
  • 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
    Enables natural language analysis of network packet captures, including protocol detection, flow analysis, and security threat identification, integrated with AI assistants.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that provides tools to interact with Matomo Analytics API, enabling management of sites, users, goals, segments, and access to analytics reports through a MCP interface.
    11
    5 npm
    ISC
  • A
    license
    B
    quality
    D
    maintenance
    This project provides a Model Context Protocol (MCP) server that allows language models and other MCP clients to interact with a SuzieQ network observability instance via its REST API.
    2
    4
    MIT
  • A
    license
    B
    quality
    Not graded
    maintenance
    A Model Context Protocol server that enables AI assistants to interact with Datadog's observability platform through natural language.
    72
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to interact with a fictional bank through remote tools, including mock banking operations, OAuth 2.1 authentication, and a live X-ray dashboard for observing session activity.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that enables AI agents to interact directly with Prometheus metrics data through natural language queries.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides a unified MCP server to interact with multiple middleware (Loki, MySQL, Redis, RocketMQ, Elasticsearch, MongoDB) through a desktop application for connection management and configuration export.
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes a metrics query API to AI assistants, allowing them to issue queries and interact with the server's tools such as ping.
    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
    A
    quality
    B
    maintenance
    Provides cryptographically signed, tamper-evident compute usage receipts via a Model Context Protocol server, exposing tools to record usage, verify receipts, list the ledger, and verify ledger integrity without requiring any account, API key, or single cloud provider.
    4
    6 npm
    Apache 2.0