"How to implement Active Directory authentication in a project" matching MCP servers:

Provides unified project context and monitoring capabilities including project health metrics, build diagnostics, Git integration, and infrastructure validation to initialize development sessions with comprehensive project information.

An 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.

Connects to MES systems for SOP file upload and abnormal report querying via WorkBuddy.

Enables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.

Enables 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.

MCP server for the Zabbix API that provides a daily_brief summary of active problems and category-specific metrics, along with tools to query problems, hosts, and item values.

Provides read-only SQL Server health and diagnostic tools using DMVs, enabling users to query server health, active queries with blocking, and missing indexes through natural language.

Enables AI assistants to review workflow status in n8n instances, including active/inactive counts and workflows with recent errors.

MCP server that allows searching a local notes directory and retrieving live CPU and memory usage.

A comprehensive MCP server providing OpenStack project management and monitoring capabilities with built-in safety controls and single-project scope.

MCP Server for notify to telegram / weixin

Enables AI agents to access real-time Windows PC context including active window, system performance, screen time, productivity analytics, and historical usage through MCP tools.

MCP server that enables AI-powered assessment of Active Directory on-premises environments by exposing AD data as queryable tools for LLMs like Claude.

Read-only MCP server for TrueNAS Scale debugging, providing k3s tools for kubectl operations and whitelisted midclt calls for system info, apps, and pools.

Enables AI assistants to converse in plain language with a Wazuh SIEM deployment, querying and aggregating alerts, hunting threats, triaging vulnerabilities, running compliance checks, and executing or rolling back active responses across multi-cluster environments. Works with both cloud and fully local, air-gapped LLM clients while enforcing scoped, audited access to the security tools.

Exposes Umami analytics (Cloud or self-hosted) as read-only tools for querying website stats, pageviews, metrics, and active visitors.

Enables querying Amplitude analytics data including events, active users, retention, and user profiles through natural language or direct tool calls.

Provides read-only monitoring of Apache Airflow DAGs, including listing active DAGs, fetching recent runs, and analyzing execution history and performance metrics.

Enables AI assistants to analyze and optimize PostgreSQL database performance by identifying missing indexes and suggesting query rewrites. It allows users to retrieve database projects and implement performance fixes directly through natural language in their code editor.

Logs and analyzes AI assistant conversations, including file operations and tool usage, storing them in the .vibe/ directory.