- Updated: March 19, 2026
- 1 min read
Integrating Moltbook with OpenClaw Rating API Edge: Token‑Bucket Limits, Grafana Dashboard, and AI Agent Personalization
## Introduction
In this tutorial we walk developers through an end‑to‑end integration of **Moltbook** with the **OpenClaw Rating API Edge**, applying per‑agent token‑bucket limits for real‑time personalization, and visualizing those limits with a **Grafana** dashboard. The workflow is tied to the current AI‑agent hype and showcases the unified OpenClaw ecosystem. For more details on hosting OpenClaw, see the internal link: Host OpenClaw on UBOS.
*(Full article content generated in the previous step would be inserted here.)*
Andrii Bidochko
CTO UBOS
Andrii Bidochko is an AI entrepreneur and researcher focused on AI agents, reinforcement learning, and autonomous systems. He writes about the technologies shaping the future of machine intelligence, from frontier models and agent architectures to real-world AI applications.