openclaw-optimizer

The optimizer evaluates OpenClaw configuration, routing, and context management to return a prioritized plan. It includes exact CLI commands, patches, and rollback steps while requiring explicit user approval before applying any advisory changes.

Routing efficiency and waste reduction are achieved through tiered model routing and provider configuration audits. The optimizer identifies inefficient paths and returns targeted patches to streamline multi-provider deployments across your workspace.

Yes, you can automate the audit of agent personality, identity, and bootstrap files. This governance process reduces context bloat, improves reliability, and outputs specific configuration patches for per-session automation workflows.

The optimizer supports multi-skill orchestration by auditing per-agent configs, sub-agent workflows, and automation pipelines. It evaluates these complex deployments to ensure robust, per-session automation while preserving safety and user control.

All optimization changes are advisory by default and require explicit approval. The generated plan includes clear rollback steps and drift checks alongside exact CLI commands, ensuring you can safely revert any applied patches.