Oliver Kieselbach 28742509ec feat(mcp-search): session-diversified results, looser budgets, honest legacy cap
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>
2026-05-29 18:55:44 +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.

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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.

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