Oliver Kieselbach a56ffa68df chore: daily-review follow-ups (MCP caps, embed norm assert, projection tests, Classify guard)
Addresses four items from the daily code review, plus in-flight Web work and
the .mcp.json endpoint switch to the custom domain.

Review follow-ups:
- MCP access-guard: bound BOTH rate-limiter maps (preAuthBuckets + rateBuckets)
  via boundedSet on insert (new MAX_RATE_BUCKET_ENTRIES, default 10_000). They
  previously only shrank via the 5-min reaper, so a distinct-key flood could grow
  them unbounded between passes. Adds getRateBucketSizes() + a flood-cap test.
- MCP vector-search: assertUnitNorm() in embed()/index() (eps=1e-3, fail-loud).
  cosineSimilarity is a bare dot product that assumes L2-unit vectors; a violated
  normalize:true contract would otherwise silently corrupt ranking. +unit tests.
- Backend: equivalence tests for the bcd307d SessionsIndex projections, after the
  b417963 pattern. Extract MetricsSummaryProjection/QuickSearchProjection named
  arrays + testable TallyMetricsSummaryRow/ReadQuickSearchIdentity helpers; make
  BuildQuickSearchResult internal. New Metrics/QuickSearch ProjectionEquivalence
  tests derive their keep-set from the production array (bite-verified: dropping
  Status/DeviceName fails them).
- Agent V2 ModernDeploymentTracker: enforce the Classify() call-once invariant
  with a DEBUG-only [ThreadStatic] permit guard. Classify mutates the harmless-
  rollup counter, so a double-call double-counts; the invariant was comment-only.
  ProcessRecord/ProcessEvent issue one permit before their single call; Classify
  asserts + consumes it. Compiled out in RELEASE -> zero production impact.

Also included (per request):
- .mcp.json: point at https://mcp.autopilotmonitor.com/mcp (custom domain).
- Web useAggregatedAdminScope hook + seed + tests (separate in-flight work).
- Agent buildcounter.txt bumps.

Tests: MCP 338, Backend 2551, V2.Core 1538, Web hooks 31 - all green.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 15:35:51 +02:00
2026-06-13 16:10:14 +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.
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