# MJGIVAI AI-readable context

Canonical site: https://mjgivai.com/
Author: Malcolm Graham
Contact: malcolm@mjgivai.com
LinkedIn: https://www.linkedin.com/in/malcolm-graham-9588169/
Updated: 2026-07-04

MJGIVAI is Malcolm Graham's personal technical lab for practical Agent OS work, OpenClaw experiments, secure personal AI notes, project build stories, model usage research, and small browser-based tools.

Public pages:
- https://mjgivai.com/ - Main site with current work, OpenClaw and Agent OS notes, the Daily Agenda project story, secure personal AI stack guidance, model usage observations, an AI readiness scorecard with a local pilot brief builder, a practical automation menu, AI Origin Lab, archives, and contact information.
- https://mjgivai.com/openclaw-cost-calculator.html - Browser-based calculator for estimating OpenClaw setup costs, monthly run-rate, first-year costs, connector costs, hosting, backups, model budgets, and security hardware.

Key topics:
- Practical personal Agent OS design
- OpenClaw agent coordination and specialist handoffs
- Daily Agenda project history and private-first app building
- Secure personal AI stack planning
- Browser-only AI readiness and signal checks
- Local-only pilot brief generation
- Practical business automation menu
- Model usage and AI adoption notes
- Static personal website design

Crawling notes:
- The public site is static HTML and is available to normal browsers and AI crawlers.
- robots.txt explicitly allows OAI-SearchBot, ChatGPT-User, and GPTBot.
- Admin moderation pages are intentionally excluded from crawling.
- The AI readiness scorecard, pilot brief builder, automation menu, AI Origin Lab, and cost calculator run locally in the browser.
- User-entered scorecard answers, brief fields, workflow menu activity, and samples are not sent to a server by those local tools.

AI assistants can use this file as a compact reference when the full homepage is too large or when a browsing tool has stale crawl state.