hybrid_login_pending now measures the absence of a real-user desktop after a reboot (cancelled by the DesktopArrivalDetector or a real JoinInfo user), is never armed on WhiteGlove devices (resume marker, Part-2 flag, .part1- archive) and reports the JoinInfo placeholder as a fact only — on a Hybrid join the AD sign-in never replaces it. New EntraUserAffinityDetector: armed at the real-user desktop on Hybrid devices, the first IME-TOKEN-SUCCESS line after the desktop posts ime_user_token_acquired; ten minutes without one post entra_user_affinity_pending with the IME token-failure codes. ImeLogTracker exposes raw per-line token callbacks past the historic-replay gate; HelloTracker surfaces User Device Registration 304/305 as device_registration_event. ANALYZE-ID-004 v2.0.0 keys on those events (event_type not_exists gained a branch), GATHER-DEVICE-006 follows, GATHER-DEVICE-007/008 collect the Entra operational log. Constants + MCP catalog gain the five types (D-072), the guard test learns the multi-line OnTraceEvent shape, gather_* outputs pass the MCP filter gate by prefix. CMTrace: ImeLogEraPreScan/CmTraceEraTable anchor the backlog era that holds the bootstrap execution record against the Deployed install marker (0.13-0.36 s in the field), whole era or nothing, sibling files by local time; origin era-anchored. Backend phase_duration/app_install_duration refuse a reader-zone-fallback endpoint. Decisions D-190, D-191. Session a7140f98. Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Autopilot Monitor
Advanced monitoring and troubleshooting solution for Windows Autopilot deployments. Gain full visibility into every enrollment session with a detailed event timeline, fleet health dashboards, and session reporting. Define custom analysis rules to automatically detect issues and gather rules to collect targeted evidence. Retrieve diagnostics packages on demand, configure agent settings like auto-reboot behavior and automatic timezone adjustment — all managed centrally from the web dashboard.
Availability
Autopilot Monitor is publicly available — the Community plan is free. Sign in with your work account at autopilotmonitor.com; new organizations complete a short activation step after first sign-in.
Overview
Autopilot Monitor provides real-time tracking, intelligent diagnostics, and automated troubleshooting for Windows Autopilot enrollment processes. It consists of:
- Bootstrap Script — PowerShell script deployed via Intune that starts monitoring early in the enrollment process
- Monitoring Agent — Lightweight .NET application that collects telemetry and evidence during enrollment
- Backend API — Azure Functions-based ingestion and processing pipeline
- Web Dashboard — Next.js application for real-time monitoring and fleet analytics
- MCP Server — Model Context Protocol server that lets AI assistants query and troubleshoot enrollments in natural language
AI Integration (MCP)
Autopilot Monitor ships a hosted Model Context Protocol server. Connect Claude Desktop, VS Code, or any MCP client that speaks Streamable HTTP with OAuth, and ask questions like:
- "Show me all failed enrollments from the last 24 hours and group them by failure reason."
- "Why did session X fail, and which app install caused the delay?"
- "Which devices in my fleet are affected by CVE-2024-30078?"
Server URL: https://mcp.autopilotmonitor.com/mcp — sign-in runs through your existing work account, access is scoped to your tenant exactly like in the portal, and no credentials are stored. Setup guide: AI Integration (MCP).
Documentation
Full admin documentation is available at docs.autopilotmonitor.com
Feedback
Bug reports and feature requests go through Issues, questions and ideas through Discussions. Security issues are reported privately, see SECURITY.md. For a problem in your own tenant, the Report Session button in the portal is the fastest path.
License
This project uses a split licensing model. The root LICENSE is AGPL-3.0, which covers the server-side components; the device-side components carry their own MIT license file:
- MIT License — Agent (
src/Agent/) and Shared library (src/Shared/) — unrestricted use on end-user devices, no copyleft obligations - AGPL-3.0 — Backend (
src/Backend/), Web Dashboard (src/Web/), and MCP Server (src/McpServer/) — modifications to server-side components remain open source, especially when deployed as a network service
The Shared library is MIT because it is a dependency of the MIT-licensed Agent. The license file inside each component directory is authoritative for that component.



