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"Guide to Deploying a Large Language Model Framework" matching MCP servers:

  • MCP Platform Framework

    Edouard-Legoupil
    F
    license
    -
    quality
    B
    maintenance
    A framework for building MCP servers with built-in enterprise capabilities such as authentication, authorization, telemetry, audit logging, and data classification, allowing domain developers to focus on business logic while maintaining governance and compliance.

  • runmeter

    Aptica-Solutions
    A
    license
    A
    quality
    B
    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

  • SuzieQ MCP Server

    PovedaAqui
    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

  • Prometheus MCP Server

    yanmxa
    A
    license
    B
    quality
    F
    maintenance
    A Model Context Protocol server that enables AI assistants to query Prometheus metrics, discover available data, and analyze system performance through natural language interactions.
    5
    106
    MIT

  • Datadog MCP Server

    brukhabtu
    F
    license
    B
    quality
    -
    maintenance
    A Model Context Protocol server that enables AI assistants to interact with Datadog's observability platform through natural language.
    72

  • MCP-Airflow-API

    call518
    A
    license
    C
    quality
    A
    maintenance
    Monitor and manage Apache Airflow clusters through natural language queries via MCP tools: DAG inspection, task monitoring, health checks, and cluster analytics without API complexity. * Guide: https://call518.medium.com/mcp-airflow-api-a-model-context-protocol-mcp-server-for-apache-airflow-5dfdfb2
    54
    51
    MIT

  • MCP Troubleshooter

    devlimelabs
    A
    license
    C
    quality
    D
    maintenance
    A specialized diagnostic framework that enables AI models to self-diagnose and fix MCP-related issues by analyzing logs, validating configurations, testing connections, and implementing solutions.
    9
    MIT
  • Axiom by axiomhq

    Axiomofficial

    axiomhq
    A
    license
    -
    quality
    F
    maintenance
    A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).
    60
    MIT

  • prometheus-mcp-server

    ramkrsna
    A
    license
    -
    quality
    C
    maintenance
    A Model Context Protocol server that enables AI agents to interact directly with Prometheus metrics data through natural language queries.
    MIT

  • shugo

    aritraghosh01
    A
    license
    -
    quality
    A
    maintenance
    A minimal guardrails framework for AI agents, acting as an MCP proxy to enforce policies, approvals, and audit logging on tool calls.
    MIT

  • Hybrid RAG MCP Server

    jiarongli517021911144
    A
    license
    -
    quality
    D
    maintenance
    A modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.
    1
    MIT

  • IBM Concert MCP Server

    riminator
    A
    license
    -
    quality
    C
    maintenance
    A Model Context Protocol server that connects AI agents to IBM Concert, enabling autonomous workflow health monitoring, incident diagnosis, auto-remediation, CVE triage, and Slack alerting through natural language.
    Apache 2.0

  • Cloudflare MCP Logging

    weyseing
    F
    license
    -
    quality
    D
    maintenance
    A template for deploying MCP servers as Cloudflare Workers with integrated LogPush and R2 storage for detailed execution logging. It enables remote tool execution and provides utilities for retrieving logs directly from Cloudflare R2 buckets.

  • klaxon

    sec73
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that connects language models to a Wazuh SIEM cluster, enabling read-only plain-language queries, schema inspection, field coverage analysis, and decoder testing.
    10
    Apache 2.0