A
license-
qualityD
maintenanceA comprehensive MCP toolkit for Java backend developers, providing 35 tools across 5 servers for database analysis, JVM diagnostics, migration assistance, Spring Boot monitoring, and Redis diagnostics.
92
MIT
74,538 servers. Updated
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"A comparison for backend service architecture" matching MCP servers:
- FlicenseBqualityDmaintenanceProvides tools to communicate with a service dependency API, enabling users to query and interact with service relationship data and dependency mappings.7
- Flicense-qualityCmaintenanceIndependent MCP service module for Poco, providing analytics and management tools such as daily usage analysis and service introspection.
- Flicense-qualityCmaintenanceEnables business services to push error logs and generate diagnostic reports using MCP tools for log searching, code querying, and report generation.
- AlicenseAqualityDmaintenanceA professional-grade MCP server that enables AI assistants to monitor web services, APIs, and HTTP endpoints with enterprise-level security.11MIT
- Flicense-qualityCmaintenanceRead-only MCP server for Hevo Data API, enabling monitoring of pipelines, objects, destinations, models, and workflows with secure self-hosted credentials.
- -license-quality-maintenanceEnables remote management and monitoring of the Rickbot-3000 robotic system through AI assistants. Provides real-time status monitoring, command execution, system diagnostics, and deployment management capabilities.
- AlicenseAqualityDmaintenanceAn unofficial MCP server that connects AI assistants to Akamai APIs, providing tools for edge diagnostics, debugging, and network analysis.14171MIT
- AlicenseAqualityAmaintenanceEnables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.5227Apache 2.0
- Alicense-qualityAmaintenanceShows your current Claude Desktop activity as Discord Rich Presence, including model, status, usage, and subscription info.MIT
Gremlin MCP Serviceofficial
Alicense-qualityBmaintenanceEnables interaction with Gremlin's reliability management APIs to monitor service dependencies, run reliability experiments, generate reliability reports, and manage chaos engineering tests through natural language queries.596Apache 2.0- Alicense-qualityAmaintenanceBrings live project context into Slack via MCP, enabling developer teams to check service health, recall team decisions, search code, and query project context directly from chat.MIT
- AlicenseAqualityBmaintenanceAn 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.6MIT
- AlicenseAqualityCmaintenanceEnables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.5MIT
- AlicenseBqualityAmaintenanceGives your AI assistant full control of a Discord server: 148 tools for chat, moderation, automod, events, and administration, up to building a complete community server from one paragraph. Every destructive action previews first and waits for your confirmation.1003776Elastic 2.0
- AlicenseCqualityCmaintenanceAn MCP server implementation that integrates AI assistants with Langfuse workspaces, allowing models to query LLM metrics by time range.1123Apache 2.0
Tencent Cloud Log Serviceofficial
Alicense-qualityBmaintenanceEnables large language models to directly access Tencent Cloud Log Service for log search, metric queries, and alarm management without code.27910Apache 2.0- Alicense-qualityAmaintenanceMCP server that integrates with VictoriaMetrics vmanomaly API to enable AI-assisted anomaly detection, model management, and configuration generation.9Apache 2.0
- Alicense-quality-maintenanceBridges AI models with WinDbg to analyze Windows crash dumps and perform remote debugging through natural language queries, enabling execution of debugger commands and automated crash analysis.
- Alicense-qualityCmaintenanceA standalone Python/FastAPI server that implements the Model Context Protocol (MCP) for the OPTIX threat intelligence platform. It exposes 26 analyst-friendly tools that AI assistants and programmatic consumers can use to query threat feeds, search documents and indicators, manage watchlists, triage IOCs, generate detection rules, trigger AI research, and produce intelligence reports.MIT
