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"Understanding the Concept of LLM Context" matching MCP servers:
- AlicenseBqualityCmaintenanceFree remote MCP for Core Web Vitals metrics by CMS, CDN, and framework (Chrome field data + multi-site crawl). No auth. Endpoint: https://www.corewebvitals.io/api/state-of-cwv/mcp23MIT
- AlicenseAqualityDmaintenanceContext window usage estimation for AI coding agents via MCP, enabling proactive state preservation before compaction.11MIT
- Alicense-qualityAmaintenanceWindows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in controls.3MIT
- Alicense-qualityDmaintenanceLLM cost optimization and provider usage visibility for MCP-capable agents.42MIT
- Alicense-quality-maintenanceEnables benchmarking of Large Language Model APIs by measuring performance metrics such as generation throughput, prompt throughput, and Time To First Token (TTFT) with configurable concurrency levels and parameters.1
- Flicense-qualityCmaintenanceAn MCP-powered AI platform for satellite mission control, enabling space weather analysis, orbital collision detection, satellite health monitoring, and secure command validation through natural language.
- Flicense-qualityDmaintenanceProvides unified project context and monitoring capabilities including project health metrics, build diagnostics, Git integration, and infrastructure validation to initialize development sessions with comprehensive project information.
- AlicenseAqualityCmaintenanceProvides LLMs with network intelligence capabilities including PTR record lookups, ASN analysis, traceroute enrichment, and real-time network monitoring through The Aleph API.1314MIT
Tessera MCP Serverofficial
Alicense-qualityAmaintenanceMCP server for Tessera's LLM cost-optimization layer. Anchored spend, drift detection, recommendations as typed tools.4Apache 2.0- Alicense-qualityCmaintenanceAn MCP server that functions as an intelligent gateway for multiple LLM backends including OpenAI, Claude, and Ollama. It supports automatic provider fallback, streaming responses via Server-Sent Events, and real-time monitoring for robust AI integration.MIT
- Flicense-qualityBmaintenanceRead-only MCP server that surfaces UniFi network data from a UCG-Fiber console to Claude, enabling monitoring of hosts, sites, devices, clients, ISP metrics, and device stats via read-only API tools.
- -license-quality-maintenanceA production-grade Model Context Protocol server that enables secure management of context data through a React dashboard, supporting ZIP processing, context approval workflows, and system monitoring.270
- Flicense-qualityDmaintenanceExposes 90 production-grade tools for interacting with the complete HPE Aruba Networking Central REST API surface, including network inventory, configuration, and security management. It features enterprise-ready OAuth2 handling and semantic tool filtering for optimized performance with both hosted and local LLMs.
- AlicenseAqualityDmaintenanceEnables management of BTRFS snapshots via Snapper and monitoring of BTRFS filesystem health through the Model Context Protocol.2MIT
- FlicenseAqualityBmaintenanceA 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.305
- AlicenseBqualityDmaintenanceA proof-of-concept Prometheus MCP server, which likely enables Claude AI to interact with Prometheus monitoring systems through the Model Context Protocol.21MIT
Cronlytic MCP Serverofficial
Alicense-qualityDmaintenanceA comprehensive Model Context Protocol (MCP) server that integrates with the Cronlytic API to provide seamless cron job management through LLM applications like Claude Desktop.1MIT- Alicense-qualityCmaintenanceJava diagnostics MCP server for LLM integration with Alibaba Arthas, enabling analysis and diagnosis of Java applications.56MIT
- Flicense-qualityBmaintenanceA proof-of-concept MCP bridge that exposes Velociraptor's forensic triage tools to LLMs, enabling natural language querying of Windows endpoints for artifacts like network connections and suspicious processes.94