Endpoint readiness · Repo intelligence · Governed AI operations
I build reviewable tools for endpoint readiness, repository intelligence, and governed local AI operations.
| I need endpoint readiness | I want to understand the MQ architecture |
|---|---|
| Run the browser check for a fast, browser-visible validation. | Follow the operating model from signal and score to policy gate and reusable memory. |
| Open Diagnostics v2 for profile-based evaluation and helper-enriched evidence. | Explore macos-scripts as the terminal entrypoint to the stack. |
The public demo evaluates endpoint signals against explicit profiles, shows the evidence behind every result, and provides remediation suitable for review by support or operations.
| Mode | What it can inspect | Best for |
|---|---|---|
| Browser-only | Browser, secure context, display, locale, timezone, and basic endpoint reachability | Fast first-line validation with no installation |
| Browser + read-only helper | OS, network, certificates, smartcard, Citrix, management signals, and named baselines | Deeper diagnostics and repeatable operational evidence |
The page automatically falls back to browser-only checks when the helper is unavailable. See the helper setup and deployment guide for the standard-library-only local agent.
The MQ stack connects local repositories, endpoint operations, and AI-assisted engineering through one practical loop:
endpoint / repo / workflow → signal → score → gate → memory → better next action
The focus is operational: make state visible, decisions explainable, and automation safe enough to use under real pressure.
| Repository | Role |
|---|---|
macos-scripts |
Terminal entrypoint and local workflow toolkit |
mq-agent |
Orchestrates sweeps, reviews, release gates, and alerts |
mq-mcp |
Policy-bound MCP runtime for controlled tool execution |
mqobsidian |
Single source of truth: technical memory, decisions, and exported agent context |
repo-signal |
Scores repo readiness and exports structured AI context |
mq-image-analyze |
Extracts operational signal from screenshots and UI states |
mq-ums |
Provides a gated operator surface for IGEL UMS workflows |
The model favors signal before action, local execution, explicit policy gates, and reusable technical memory. Read the operating model.





