Oliver Kieselbach 6c4cced9f7 feat(mcp-search): intent-aware ranking + matched-session UUIDs, drop UUID dump
Cross-session deep/semantic search dumped every scanned session UUID
(~450) into the response while surfacing only a handful of hits. Replace
the full list with `sessionsSearchedCount` and add `matchedSessionIds`
(distinct sessions behind the ranked hits) so callers get the useful set
to drill into without the payload bloat.

Fix ranking: a query implying a problem (error/fail/stuck/timeout…) no
longer lets a successful enrollment_complete outrank a real error just
because it incidentally matched a keyword. severityIntentFactor lifts
Error/failure events (x1.5), nudges Warning (x1.15), and damps benign
Info/Trace (x0.6); no-op when the query carries no problem intent.

Document the new fields and ranking behavior in both tool descriptions.
Export scoreEvent/queryHasProblemIntent and cover them with unit tests.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-05-29 16:43:05 +02:00
2026-03-17 18:24:01 +01:00
2026-03-26 07:02:33 +01:00
2026-05-07 08:51:22 +02:00

Autopilot Monitor

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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.

S
Description
Windows Autopilot & Intune enrollment monitoring: live session timelines, fleet health, diagnostics, and an MCP server for AI-assisted troubleshooting.
Readme AGPL-3.0 60 MiB
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