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maintenanceMCP servers for real-time development monitoring and interactive pair programming.
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"Best servers to integrate with Claude AI" matching MCP servers:
deeptempo-mcp-serversofficial
Flicense-qualityDmaintenanceProvides tools for DeepTempo AI SOC including findings and case management, investigation workflow orchestration, action approval workflows, and MITRE ATT&CK layer generation.2
Log Analyzer with MCPofficial
Alicense-qualityDmaintenanceA Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.167Apache 2.0- Alicense-qualityAmaintenanceEnables search, analytics, and visualization of Claude Code sessions with MCP tools for session management, recovery, and insights.1MIT
- AlicenseAqualityCmaintenanceRead-only AMD GPU monitoring for Claude on Linux — VRAM, temperature, clocks, power, and running ML processes via rocm-smi.5MIT
- AlicenseAqualityBmaintenanceAn instrumented MCP server for debugging lost tool calls in Claude Desktop, using ping, echo, sized_echo, and slow_echo tools to record and analyze the full protocol flow.4MIT
- AlicenseAqualityFmaintenanceMaintenance, recovery, and observability for Claude Code. CLI + MCP server + dashboard.4036107MIT
- FlicenseBquality-maintenanceProvides comprehensive telemetry and usage analytics for Claude Code sessions, including token usage tracking, cost monitoring, and tool usage patterns. Enables users to monitor their Claude usage with detailed metrics, warnings, and trend analysis.12
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-qualityCmaintenanceRead-only systemd inspection for Claude on Linux — list units, status, journal, failed units, unit files.MIT
- Alicense-qualityBmaintenanceProvides MCP servers for managing Huawei Cloud ECS, CodeArts Pipeline, and CTS audit logs with unified JWT authentication and role-based access control.5MIT
- Flicense-qualityCmaintenanceEcho tool MCP server that extracts and logs W3C Trace Context from requests to verify propagation from Claude Code.
- Flicense-qualityBmaintenanceEnables read-only Kubernetes incident investigation through MCP tools for listing pods, describing resources, fetching logs, and searching runbooks.1
@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- AlicenseAqualityCmaintenanceMCP server that provides read-only analysis of Claude Code session transcripts, enabling queries about project activity, session details, and tool usage.3MIT
- 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
