Claude a219affd91 refactor(mcp): abstract search behind SearchProvider interface
Introduce a pluggable search architecture with two backends:

- VectorSearchProvider: Sentence-transformer embeddings (all-MiniLM-L6-v2)
  for true semantic search. Best quality, requires model download.
- FuseSearchProvider: Fuse.js fuzzy text matching. Zero model download,
  instant startup, lightweight fallback.

Auto-detection: if @xenova/transformers is available, uses vector; otherwise
falls back to fuse. Override via SEARCH_BACKEND=vector|fuse env var.

Architecture:
  SearchProvider (interface)  ← tools.ts programs against this
  ├── VectorSearchProvider    ← embeddings + cosine similarity
  └── FuseSearchProvider      ← fuse.js weighted fuzzy match
  createSearchProvider()      ← factory with auto-detect

Also refactored knowledge-base.ts to be provider-agnostic (just loads
documents) and removed the old monolithic vector-store.ts.

https://claude.ai/code/session_01TBPsvvMBue9Ft7j3CfD4S2
2026-03-26 17:30:21 +00:00
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2026-03-23 06:28:59 +01:00
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Autopilot Monitor

Advanced monitoring and troubleshooting solution for Windows Autopilot deployments.

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

MIT License — see LICENSE for 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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