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qualityB
maintenanceAn MCP server that provides a governance layer for coding agents, enforcing policies, validation, and human-in-the-loop for tool calls without requiring an API key.
MIT
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"Agentic RAG: Understanding or Exploring Its Meaning and Applications" matching MCP servers:
- Flicense-qualityCmaintenanceAn MCP server for autonomous Kubernetes troubleshooting and remediation. It enables continuous cluster monitoring, local AI-powered diagnosis via Ollama, and automated kubectl-based fixes.
- Flicense-qualityDmaintenanceReal-time observability dashboard for monitoring AI agents in multi-agent development workflows, with live WebSocket updates of tool calls, sessions, and usage statistics.
- AlicenseAqualityAmaintenanceLets agents query their own usage ledger captured by the Agentic Ledger proxy: sessions with full call traces, costs, loop runs, and stuck-loop flags. Tools include list_sessions, get_session, search, list_runs, get_run_status, and explain.262MIT
- AlicenseCqualityDmaintenanceEnables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.401Apache 2.0
- Alicense-qualityDmaintenanceA modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.1MIT
- Flicense-qualityDmaintenanceEnables ingestion and full-text search of Windows application logs via MCP tools. Supports dual-backend indexing with Elasticsearch and SQLite for fast retrieval.
- Alicense-qualityAmaintenanceUnified MCP server for DeepAgentLabs that exposes workflow profiling, analysis, and chaos experiment tools through a single interface.MIT
- Alicense-qualityDmaintenanceProvides unified AI agent observability including tracing, cost tracking, performance monitoring, anomaly detection, and audit trails via MCP.50MIT
- Alicense-qualityDmaintenanceEnables intelligent troubleshooting, monitoring, and configuration of Cisco Meraki networks through natural language, with agentic workflows for automated diagnostics and health checks.MIT
- Alicense-qualityCmaintenanceProvides tools to search Splunk logs, inject test data, and send triage emails, enabling AI-driven incident investigation.MIT
DBOS MCP Serverofficial
AlicenseAqualityAmaintenanceEnables LLMs to analyze and manage DBOS workflows, including introspection, workflow management, and authentication, to help debug applications in development or production.2511MIT- Alicense-qualityDmaintenanceEnables MCP-compatible agents to interact with Grafana instances for searching, creating, and updating dashboards, exploring logs via Loki, querying datasources, managing alerts, incidents, and on-call shifts, and accessing observability data.8Apache 2.0
- Alicense-qualityDmaintenanceRead-only MCP server for exploring and searching OpenSearch clusters, enabling log analysis, index exploration, and query execution.MIT
- Alicense-qualityAmaintenanceDetrix is an agentic debugger. Watch any variable at any line, zero code changes during debugging Local or cloud - same workflow for Docker containers and remote hosts Python, Go, Rust - observation points capture values without pausing, without restarting23MIT
- Flicense-qualityDmaintenanceEnables querying and managing Azure Log Analytics workspaces using KQL (Kusto Query Language). Supports executing queries, managing saved queries, and exploring workspace tables and schemas with Service Principal authentication.
- AlicenseAqualityAmaintenanceMCP server for analyzing Perfetto traces with LLMs — query .pftrace files in PerfettoSQL via Claude Code or any MCP client1721Apache 2.0
- AlicenseAqualityBmaintenanceEnables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.314ISC
- AlicenseAqualityAmaintenanceA Model Context Protocol (MCP) server that lets an AI assistant read and operate the Lumics network monitoring platform via its REST API.2355MIT
- AlicenseAqualityCmaintenanceAn MCP server that lets an agent read its own eval results, run suites, explain failures, check drift, and view judge calibration status.5MIT
