Lokka

Lokka fills a specific niche: M365 admins who wish they could ask 'list all inactive users' in plain English and get a fast answer from their AI code editor. It works by exposing Microsoft Graph APIs through the Model Context Protocol, so GitHub Copilot and Claude can call them directly. Setup is minimal—just a desktop app that runs locally, which is both a strength (data stays on-prem) and a weakness (no cloud-hosted option for teams). In practice, Lokka handles common Graph queries well: user management, group membership, device inventory, audit log retrieval. You can ask 'show me sign-in errors from last 24 hours' and get a formatted response. Where it falls short is advanced scenarios—bulk updates, complex filtering, or multi-tenant environments aren't straightforward. There's no collaboration; it's a single-user tool. Compared to alternatives like Graph X-Ray (a permissions explorer) or Maester (a testing framework), Lokka is more about direct interaction via AI agents rather than deep admin. We'd recommend it for quick investigative queries or learning Graph APIs by example. But if you need scheduled automation or team-wide access, look at PowerShell scripts or Azure Automation instead.