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maintenanceEnables AI agents to manage prompts and sessions via the ai-agent-logs API, with tools for health checks, login, listing/creating prompts, and retrieving sessions.
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"A search for the term 'test'" matching MCP servers:
- 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
- AlicenseCqualityCmaintenanceProvides a standardized way for MCP clients to interact with Apache Airflow's REST API, supporting operations like DAG management and monitoring Airflow system health.68174MIT
Auralogs MCP Serverofficial
AlicenseNot gradedqualityCmaintenanceA 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.MIT- AlicenseNot gradedqualityAmaintenanceRead-only MCP server for TrueNAS Scale debugging, providing k3s tools for kubectl operations and whitelisted midclt calls for system info, apps, and pools.MIT
- AlicenseNot gradedqualityAmaintenanceEnables AI agents to read Grafana dashboards, alert rules, and query datasources (Prometheus, Loki, etc.) through MCP tools, integrating Grafana monitoring into the IDE.MIT
- AlicenseNot gradedqualityBmaintenanceA live post-mortem debugger MCP server for Home Assistant that lets AI agents list captured exceptions, walk traceback frames, read local variables, and optionally evaluate Python in the context of a captured frame for true post-mortem debugging.MIT
- AlicenseNot gradedqualityBmaintenanceEnables LLM clients to access DevSecOps tooling such as CI/CD pipeline status, vulnerability triage, log search, and dependency scanning through MCP, turning AI copilots into security-aware engineering partners.MIT
- AlicenseNot gradedqualityCmaintenanceA verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model context.2MIT
- AlicenseNot gradedqualityDmaintenanceA MCP server for tracking AI usage metrics and structured logs across applications. Monitor model calls, analyze usage patterns, track costs, and debug AI interactions.10MIT
- AlicenseNot gradedqualityCmaintenanceA safety layer and monitoring copilot for AI agents using Splunk MCP, recording tool calls, enforcing policies, and blocking risky actions.MIT
- AlicenseNot gradedqualityAmaintenanceA local MCP server that gives LLMs long-term memory by indexing code, infrastructure, logs, and docs into a queryable graph. It enables semantic and structural search, evidence-backed reasoning, and tracked plans that persist across sessions and teams.6Apache 2.0
- AlicenseNot gradedqualityCmaintenanceProvides tools to search Splunk logs, inject test data, and send triage emails, enabling AI-driven incident investigation.MIT
- FlicenseNot gradedqualityCmaintenanceProvides read-only access to a local FitBro environment, enabling queries of Postgres, retrieval of application and test logs, and on-demand Cucumber test runs via MCP.
- FlicenseNot gradedqualityBmaintenanceMCP server that exposes AI credit usage data from OpenMeter to the TAIS AI chat service, automatically scoped to the calling tenant and restricted to admin users.
- FlicenseNot gradedqualityBmaintenanceRead-only MCP server for querying AI usage metrics (exact tokens, cost, latency, errors, productivity) from a local SQLite database, enabling charts and analysis in Claude Code and Cursor.
- FlicenseNot gradedqualityBmaintenanceMCP server that lets AI coding agents report task progress and milestones, providing a real-time web dashboard and macOS notifications for monitoring multiple AI workbenches.
- FlicenseNot gradedqualityBmaintenanceProvides telemetry tools for retrieving recent logs and system metrics to support root-cause analysis of infrastructure incidents. Enables autonomous incident triage with grounded verification and human-in-the-loop remediation.1
- FlicenseNot gradedqualityDmaintenanceEnables ingestion and full-text search of Windows application logs via MCP tools. Supports dual-backend indexing with Elasticsearch and SQLite for fast retrieval.