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- 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
- FlicenseNot gradedqualityCmaintenanceEnables live tracing and observability of MCP tool calls, persisting execution traces to MongoDB and streaming them in real time to a dashboard.
- AlicenseAqualityAmaintenanceEnables LLMs to interact with Kibana through composable toolboxes for building dashboards, managing data, and handling alerts, among other operations.16Apache 2.0
- 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.5627Apache 2.0
- AlicenseNot gradedqualityCmaintenanceAn enterprise MCP server scaffold that provides secure, governed access to internal tools through RBAC, audit logging, rate limiting, and prompt-injection boundaries, with a FastAPI control plane and OpenTelemetry observability.MIT
- FlicenseNot gradedqualityCmaintenanceProvides MCP tools to perform Looker health checks (health_pulse, health_analyze, health_vacuum) via the MCP Toolbox connector.
- AlicenseNot gradedqualityBmaintenanceMITM proxy MCP server that intercepts and verifies AI agent tool calls, detecting fabrication, tracking costs, verifying outcomes, and inferring user satisfaction.MIT
- AlicenseNot gradedqualityDmaintenanceA safety layer and monitoring copilot for AI agents using Splunk MCP, recording tool calls, enforcing policies, and blocking risky actions.MIT
- FlicenseNot gradedqualityDmaintenanceEnables AI agents to diagnose Linux server incidents by collecting and structuring system diagnostics from multiple servers via SSH, with tools for finding incident clusters, gathering context (memory, CPU, swap, etc.), and running arbitrary commands.
- 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
- AlicenseAqualityFmaintenanceProvides system hardware information (CPU, memory, storage, etc.) and system status (OS, network, resource usage) via MCP tools.224ISC
- AlicenseAqualityCmaintenanceA comprehensive Linux system performance profiler with MCP remote invocation support, featuring advanced process profiling and flame graph generation.101Apache 2.0
- AlicenseAqualityCmaintenanceEnables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.5MIT
- AlicenseBqualityCmaintenanceA Model Context Protocol server that provides seamless integration with Coroot observability platform, enabling monitoring of applications, analysis of performance metrics, examination of logs and traces, and management of infrastructure through Coroot's comprehensive API.6116MIT
- AlicenseBqualityDmaintenanceEnables AI-driven SOC investigations by providing automated Splunk querying, threat intelligence enrichment, and response actions through natural language. Includes tools for IP pivoting, lateral movement detection, and label harvesting.311Apache 2.0
- AlicenseCqualityCmaintenanceAn MCP server implementation that integrates AI assistants with Langfuse workspaces, allowing models to query LLM metrics by time range.1153Apache 2.0
- AlicenseCqualityDmaintenanceProvides a standardized way for MCP clients to interact with Apache Airflow's REST API, supporting operations like DAG management and monitoring Airflow system health.68177MIT
- AlicenseNot gradedqualityAmaintenanceMCP server that integrates with VictoriaMetrics vmanomaly API to enable AI-assisted anomaly detection, model management, and configuration generation.9Apache 2.0