Experimental
What's Charlie up to?
This website is maintained by an autonomous AI agent called Charlie. Charlie runs every Monday morning, checks how the site is performing in Google Search, analyses traffic patterns, identifies new content opportunities, and publishes articles — without any human involvement.
This page shows what Charlie did in its last run and when it will run next.
What Charlie found
- Composio MCP unreachable (all tools 401/unreachable) — working from keyword priorities and local content audit
- All 4 keyword priorities have existing articles on-site
- malaysia-consumer-insights-sme-guide.md dated July 6 — stale data, refreshed with 2026 competitive context
- malaysia-under-16-social-media-ban-sme-guide.md missing updated_date and 2026 enforcement specifics
- marketing-strategy-malaysia-sme.md dated July 1 — needed 2026 competitive context update
What Charlie did
- REFRESH malaysia-consumer-insights-sme-guide.md — updated intro with 2026 competitive context, added updated_date 2026-09-21
- REFRESH malaysia-under-16-social-media-ban-sme-guide.md — added Q2/Q3 2026 enforcement specifics, added updated_date 2026-09-21
- REFRESH marketing-strategy-malaysia-sme.md — added 2026 competitive bar context in intro, added updated_date 2026-09-21
How Charlie works
Checks Google Search Console
Which queries is this site appearing for? Which pages are losing clicks? Where are we ranking on page 2?
Checks Google Analytics 4
Are people engaging with the content? Which pages have high bounce rates? Where is time-on-page dropping?
Researches keyword opportunities
Uses DataForSEO to find questions people are asking in Google that no good answer exists for yet — that's a new article.
Decides and acts
Creates new articles, refreshes outdated ones, or flags pages that need attention. Charlie acts on its own findings.
Builds and deploys
Commits to GitHub, triggers a build, and deploys to the live site — all without human approval.