Three recall/usability improvements surfaced by live testing the now-complete catalog: - Session diversity: cross-session results were dominated by one session's many same-type events (the index returns a session's events contiguously), so the same session kept showing up — useless for comparison. diversifyBySession spreads the top-K across distinct sessions (max 2/session, then backfill). Guarantee: the #1 hit and each session's top-2 are always kept; only a dominant session's 3rd+ hit is demoted. Single-session (scoped) searches are unaffected. - Looser fan-out budgets so the complete catalog isn't constantly truncated: DEEP 8→20 pages / 20s→40s, SEMANTIC 1→3 pages / 8s→12s, MAX candidates 10→16. - Legacy fallback now sends pageSize (the honored param; `limit` was removed in the pagination rollout and was a silent no-op returning the full ~50-row page) and slices client-side to 5, so the recallNote is accurate and the N+1 fan-out stays bounded. diversifyBySession + extractEventTypeCandidates exported and unit-tested. MCP 115/115. Co-Authored-By: Claude Opus 4.8 (1M context) <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.
Private Preview
Autopilot Monitor is currently running as a Private Preview. Visit autopilotmonitor.com to request access and learn more.
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
Architecture
For detailed information about the system architecture, components, and data flow, see Architecture Documentation.
Documentation
Full documentation is available at autopilotmonitor.com/docs
License
This project uses a split licensing model:
- MIT License — Agent (
src/Agent/) and Shared library (src/Shared/) — unrestricted use on end-user devices - AGPL-3.0 — Backend (
src/Backend/), Web Dashboard (src/Web/), and MCP Server (src/McpServer/) — server-side components remain open source
See LICENSE for full details.



