A
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maintenanceTransforms Elasticsearch into an AI-powered observability engine for analyzing logs, APM traces, and system metrics through natural language.
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Apache 2.0
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"How to write a query in Elasticsearch" matching MCP servers:
- AlicenseBqualityDmaintenanceEnables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.Last updated18MIT
- Flicense-qualityCmaintenanceEnables querying and searching logs from Kibana (ELK stack) via MCP, with support for project-based data views, trace ID correlation, and log expansion.Last updated
- Flicense-qualityDmaintenanceAllows developers and AI Agents to query Google Cloud Logging using natural language, translating queries into Google Cloud Logging Query Language (LQL) with Vertex AI Gemini 2.5.Last updated1
- AlicenseAqualityCmaintenanceFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural language.Last updated31MIT
- AlicenseAqualityCmaintenanceEnables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.Last updated5MIT
- Alicense-qualityBmaintenanceAn 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.Last updatedMIT
- AlicenseAqualityAmaintenanceMCP server for Kibana / Elasticsearch — log search, aggregations, index discovery, and dashboard browsing. Hits Elasticsearch REST API directly for log queries; falls back to Kibana Console proxy when no direct ES URL is configured. Supports ApiKey auth (best for agents), Basic auth, and anonymous access. All 5 tools are read-only (readOnlyHint: true). Returns structured JSON (outputSchema).Last updated5MIT
- AlicenseAqualityCmaintenanceEvery agent action is recorded in a SHA-256 hash chain. Prove to clients that your agent did what it said it did. Record, query, verify, and export agent activity.Last updated3701MIT
- FlicenseAqualityCmaintenanceEnables Claude Code to inspect network traffic, query the DOM, read console logs, and capture WebSocket frames in Firefox.Last updated17
- AlicenseAqualityCmaintenanceEnables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace context through MCP tools.Last updated6MIT
- AlicenseAqualityDmaintenanceEnables AI assistants to search Elasticsearch logs, retrieve log details, analyze service health, scan local codebases for APIs, and create Kibana dashboards.Last updated528MIT
- AlicenseBqualityDmaintenanceEnables AI assistants to interact with Kibana dashboards, visualizations, and Elasticsearch data through read-only resources and executable tools for searching logs, exporting dashboards, and querying data.Last updated7283MIT
- AlicenseCqualityAmaintenanceA comprehensive read-only MCP server for Datadog, providing 117 tools to query logs, APM, metrics, monitors, dashboards, SLOs, and more, with zero write capabilities for safe AI integration.Last updated1008521MIT
- AlicenseDqualityBmaintenanceIntegrates AI assistants with Graylog to query and analyze log data using Elasticsearch syntax and stream-specific filtering. It enables users to perform advanced searches, retrieve log statistics, and manage Graylog streams through natural language.Last updated910MIT
- Alicense-qualityCmaintenanceEnables AI assistants to interact with self-hosted Dynatrace Managed environments to retrieve observability data, security insights, and performance metrics. It allows users to query problems, logs, events, and SLOs through natural language interfaces in both local and remote modes.Last updated25925Apache 2.0
Auralogs MCP Serverofficial
Alicense-qualityCmaintenanceA read-only MCP server for the Auralogs logging platform, enabling AI agents to query production logs, search errors, and retrieve AI analyses without write access. It allows you to ask your coding assistant 'what's broken in production right now?' by connecting to your logs via a simple bearer auth key.Last updatedMIT- Alicense-qualityCmaintenanceAn MCP server that connects Claude (or any MCP compatible client) to your existing log infrastructure. Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch without writing filter expressions or leaving your editor.Last updated163MIT
- Alicense-qualityDmaintenanceSmall production-oriented MCP server for diagnosing incidents from Elasticsearch logs with unknown schema. It provides tools for log discovery, retrieval, and issue diagnosis.Last updatedMIT
- Alicense-qualityDmaintenanceEnables AI assistants to query Prometheus metrics, monitor alerts, and analyze system health through read-only access to your Prometheus server with built-in query safety and optional AI-powered metric analysis.Last updatedMIT
