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maintenanceMCP server for debugging regional ocean (MOM6 + CESM) model runs, combining log analysis tools with a searchable knowledge base of expert interview transcripts.
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"Creating a Local Knowledge Base" matching MCP servers:
Msty Local Opsofficial
AlicenseAqualityAmaintenanceA fail-closed MCP server for Msty Studio on macOS that provides read-only diagnostics and an optional bounded local-generation tool, without accessing chats, keys, or configuration.4MIT- AlicenseAqualityAmaintenanceProvides AI-aware failover for Mihomo proxy on macOS by validating real OpenAI paths and switching proxy groups after verified hard failures. It offers a local stdio MCP server for diagnostics, status, and safe management of the AI proxy group.20MIT
- AlicenseAqualityDmaintenanceMCP server that stream-parses NDJSON log files without loading them into memory — filter by pattern, detect error spikes via Z-score analysis, summarize severity timelines by time window.833MIT
- AlicenseAqualityDmaintenanceEnables monitoring and analysis of local application log files with real-time tailing, error tracking, and search capabilities. Perfect for debugging Node.js applications, web servers, or any application that writes to log files through natural language commands.66MIT
阿里云 OpenAPI MCP Serverofficial
Alicense-qualityCmaintenance远程MCP服务，通过Model Context Protocol为AI应用提供阿里云数万个OpenAPI的无缝集成，支持Terraform、多账号、自定义OAuth等能力。26Apache 2.0- Flicense-qualityCmaintenanceEnables 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.
- Alicense-qualityDmaintenanceA 100% local development monitoring tool that captures browser console logs, network requests, and backend server output for analysis by AI assistants via MCP. It enables LLMs to debug applications by providing structured, real-time access to full-stack log data and persistent local storage.87MIT
- Flicense-qualityCmaintenanceMCP server for iTop ITSM that provides 19 tools for analytics, ticket management, comments, knowledge base, and CI impact analysis, enabling AI assistants to interact with iTop.1
- Flicense-qualityBmaintenanceEnables autonomous infrastructure health management by exposing tools for retrieving system logs, querying a knowledge base, executing SQL analytics, and simulating system commands, all integrated into an AI-driven incident response workflow.
@margint-ai/mcpofficial
AlicenseAqualityDmaintenanceEnables querying Margint per-customer AI margins and costs from MCP clients. Provides tools to list customers, drill into costs, check budgets, and view workspace-wide cost breakdowns.4101MIT- AlicenseAqualityBmaintenanceRead-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status.6MIT
- AlicenseAqualityBmaintenanceac-infinity-mcp is an MCP server that connects Claude (and other AI assistants) directly to your AC Infinity controllers — so you can read live sensor data, run analytics, and adjust fan speeds or port states using natural language, without opening the AC Infinity app.255MIT
- AlicenseAqualityBmaintenanceEnables SEO audits and URL monitoring via the SEO Radar API from any MCP-compatible AI client.713MIT
- AlicenseAqualityBmaintenanceExtends the official Google Ads MCP with a safe write layer for creating paused-by-default Search campaigns and an account auditor, all running locally with no hosted dependencies.131Apache 2.0
- AlicenseAqualityCmaintenanceEnables read-only querying of Grafana Loki logs through tools like label discovery, LogQL queries, and recent log retrieval, without requiring knowledge of the Loki API.4MIT
Drumbeats MCPofficial
AlicenseAqualityAmaintenanceMCP server for Drumbeats monitoring. Enables creating monitors, triaging incidents, and running HTTP/SSL/DNS checks using natural language from any AI client.16222Apache 2.0- AlicenseAqualityCmaintenanceEnables managing and debugging Azure Logic Apps through natural language, with tools for listing, debugging, creating, updating, and deleting workflows.40405MIT
- AlicenseAqualityDmaintenanceControl your UniFi network via AI with a lightweight 2-tool MCP server that supports both cloud and local UniFi controllers.312MIT
- AlicenseAqualityAmaintenanceA read-only MCP server for querying AI provider administration APIs, providing normalized usage, cost, and dashboard data for OpenAI and Anthropic.49MIT
