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qualityC
maintenanceEnables AI assistants to monitor and analyze industrial process data from DCS/SCADA systems via MCP protocol, with domain expert knowledge for anomaly detection and recommendations.
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"AI-Powered Virtual Medical Consultation Assistant" matching MCP servers:
- FlicenseBqualityDmaintenanceA read-only Kubernetes MCP server that enables developers to inspect app status, view pod events, and fetch container logs from dev clusters without requiring full kubectl access.24
- FlicenseBqualityDmaintenanceAsynchronous MCP server for unified multi-platform network infrastructure management, providing 97 tools across 10 connectors including SSH, MikroTik, Palo Alto, Aruba, Graylog, LibreNMS, Cisco APIC/NDFC, and Panorama.9722
- Alicense-qualityAmaintenanceEnables troubleshooting of LDAP directory services through natural language queries, providing health diagnostics, replication status, performance metrics, log analysis, and configuration comparisons across multiple servers.1GPL 3.0
- Alicense-qualityBmaintenanceMCP server that connects LLMs to Kubernetes clusters for troubleshooting, scanning failing pods, diagnosing root causes, and applying guarded fixes or generating manifests via natural language.MIT
- -license-quality-maintenanceProvides comprehensive logging and monitoring capabilities for MCP services with real-time log tailing, advanced search, error analysis, and anomaly detection. Enables centralized log aggregation, correlation tracking, and health monitoring across all MCP ecosystem services.
Confident AIofficial
Alicense-qualityBmaintenanceConnects AI-powered tools to the Confident AI platform for evaluating, observing, and iterating on AI quality, enabling cloud evaluations, dataset management, prompt versioning, production tracing, and human annotations directly from editors like Cursor and Claude Code.2MIT- Alicense-qualityAmaintenanceAI Ops - MCP server providing AI-powered tools and automation by MEOK AI Labs12MIT
@verlon-ai/mcpofficial
AlicenseAqualityBmaintenanceModel Context Protocol server for Verlon AI that exposes gates, logs, recommendations, and experiments as MCP tools, enabling coding agents to inspect and manage AI infrastructure natively.5163MIT- AlicenseAqualityBmaintenanceEnables observability and governance for local LLMs via Ollama, including auditing model usage, scanning prompts for secrets/PII, and enforcing allow/deny policies.21MIT
- AlicenseAqualityDmaintenanceEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.1MIT
- AlicenseAqualityCmaintenanceMCP server for measuring, tracking, scoring, and improving AI agent reliability with tools for recording interactions, scoring reliability, analyzing failures, recommending improvements, generating audit reports, and checking MCP health.8MIT
- AlicenseBqualityCmaintenanceConnects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.235MIT
- AlicenseCqualityBmaintenancePerimeter security for your AI Infrastructure.606717AGPL 3.0
- Alicense-qualityDmaintenanceEnables comprehensive integration with Azure AI services including OpenAI, Cognitive Services, Computer Vision, and Face API through a mission-critical MCP server. Provides enterprise-grade reliability with high availability, observability, chaos engineering, and secure multi-region deployment capabilities.MIT
- Alicense-qualityCmaintenanceMCP server that diagnoses Apache Spark job failures and optimizes performance using stack-trace analysis and LLM providers, supporting EMR and local sources.MIT
- Alicense-qualityDmaintenanceTransforms Elasticsearch into an AI-powered observability engine for analyzing logs, APM traces, and system metrics through natural language.4Apache 2.0
- Alicense-qualityAmaintenanceHealth Check AI - MCP server providing AI-powered tools and automation by MEOK AI Labs10MIT
- Alicense-qualityDmaintenanceA MCP server for tracking AI usage metrics and structured logs across applications. Monitor model calls, analyze usage patterns, track costs, and debug AI interactions.10MIT
- Alicense-qualityBmaintenanceAn MCP server that enables conversational interaction with Wazuh SIEM, allowing users to investigate alerts, hunt threats, tune false positives, edit rules, and run security actions via natural language.MIT
