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"Understanding Inference Models" matching MCP servers:

  • VMware-AIops

    vmware-skills
    A
    license
    A
    quality
    A
    maintenance
    AI-powered VMware vCenter/ESXi monitoring and operations. 20 MCP tools for inventory queries, health monitoring, VM lifecycle management, fast provisioning (Linked Clone, OVA, template deploy), snapshot management, and datastore browsing. Supports vSphere 6.5–8.0. Works with local models via Ollama/LM Studio.
    2
    44
    68
    MIT

  • claudeusage-mcp

    Orellius-Archive
    A
    license
    A
    quality
    Not graded
    maintenance
    Provides real-time visibility into Claude Pro and Max subscription usage limits directly within Claude Code by utilizing local OAuth tokens. It enables users to monitor session and weekly usage across different models and receive alerts regarding rate-limiting status.
    4

  • cribl-mcp

    pebbletek
    A
    license
    A
    quality
    C
    maintenance
    This server acts as a MCP bridge to interact with the Cribl REST API. It allows AI models or other MCP clients to query and manage Cribl configurations.
    10
    20
    5
    MIT

  • Token Guardian MCP

    KitsuneTech1
    A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server that reports token usage by agents and models, and recommends the cheapest safe model and effort level for a given task, helping to reduce token waste.
    2
    1
    MIT

  • Artificial Analysis MCP Server

    davidhariri
    A
    license
    A
    quality
    D
    maintenance
    Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.
    2
    37
    8
    MIT

  • @mithung/vunet-mcp-server

    mithung-vunet
    A
    license
    A
    quality
    D
    maintenance
    Model Context Protocol (MCP) Server for Vunet vuSmartMaps - A multi-tenant observability platform integration. Query metrics, traces, logs, and data models from your Vunet tenants using natural language through AI assistants like Claude, GitHub Copilot, or any MCP-compatible client.
    4
    46
    MIT
  • LangSmith MCP Server by langchain-ai

    LangSmith MCP Serverofficial

    langchain-ai
    A
    license
    A
    quality
    B
    maintenance
    Enables language models to access LangSmith observability platform features including fetching conversation history, managing prompts, retrieving traces and runs, working with datasets and examples, and analyzing experiments.
    13
    131
    MIT

  • gNMIBuddy

    jillesca
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that enables LLMs to retrieve structured network information, including routing, interfaces, MPLS, and topology, from devices using gNMI and OpenConfig models. It facilitates real-time network analysis, log filtering, and status monitoring through a standardized interface.
    10
    13
    BSD 3-Clause

  • ActivityWatch MCP Server

    8bitgentleman
    A
    license
    A
    quality
    D
    maintenance
    An interface that allows large language models like Claude to interact with ActivityWatch time tracking data through the Model Context Protocol, enabling queries about application usage, browsing history, and productivity patterns.
    5
    72
    MIT

  • openrouter-admin-mcp

    oviron
    A
    license
    B
    quality
    C
    maintenance
    MCP server for OpenRouter's management API, enabling programmatic control of credits, inference keys, guardrails, and usage analytics from MCP-compatible clients.
    16
    250
    MIT

  • MCP Server Pagespeed

    enemyrr
    A
    license
    B
    quality
    D
    maintenance
    Enables AI models to analyze webpage performance using the Google PageSpeed Insights API, providing real-time performance scores and improvement suggestions.
    1
    266
    11
    MIT

  • MCP NVD Server

    gkhays
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that retrieves CVE information from the National Vulnerability Database, allowing AI models to access up-to-date vulnerability data.
    1
    7
    Apache 2.0

  • Plausible MCP Server

    AVIMBU
    F
    license
    B
    quality
    D
    maintenance
    Allows AI models to query and retrieve analytics data from Plausible Analytics through the Plausible API, enabling natural language interactions with website statistics.
    1
    8

  • MLflow MCP Server

    yesid-lopez
    A
    license
    C
    quality
    C
    maintenance
    Enables AI assistants to interact with MLflow experiments, runs, and registered models. Supports browsing experiments, retrieving run details with metrics and parameters, and querying the model registry through natural language.
    7
    MIT