openclaw-agent-optimizeUse when: you want a structured audit -> options -> recommended plan to improve an OpenClaw workspace (cost, model routing, context discipline, delegation, r...
Install via ClawdBot CLI:
clawdbot install phenomenoner/openclaw-agent-optimizeUse this skill to tune an OpenClaw workspace for cost-aware routing, parallel-first delegation, and lean context.
1) Full audit (safe, no changes):
Audit my OpenClaw setup for cost, reliability, and context bloat. Output a prioritized plan with rollback notes. Do NOT apply changes.
2) Context bloat / transcript noise:
My OpenClaw context is bloating (slow replies / high cost / lots of transcript noise). Identify the top offenders (tools, crons, bootstrap files) and propose the smallest reversible fixes first. Do NOT apply changes.
3) Model routing / delegation posture:
Propose a model routing plan for (a) coding/engineering, (b) short notifications/reminders, (c) reasoning-heavy research/writing. Include an exact config patch + rollback plan, but do NOT apply changes.
config.apply, config.patch, update.run) without explicit user approval.disable-model-invocation: true so they only run when explicitly invoked.metadata.openclaw.requires (bins/env/config) so skills don’t appear but fail at runtime.Make maintenance loops truly silent on success:
NO_REPLY unless something is wrong.If you want alerts but want the interactive session lean:
NO_REPLY.If a job should execute without requiring attention, prefer:
sessionTarget="isolated" + payload.kind="agentTurn"bash -lc quoting).npx clawhub whoami) if you rely on publishing/installs.context-clean-up (audit-only) to get a ranked offender list + plan.references/optimization-playbook.mdreferences/model-selection.mdreferences/context-management.mdreferences/agent-orchestration.mdreferences/cron-optimization.mdreferences/heartbeat-optimization.mdreferences/memory-patterns.mdreferences/continuous-learning.mdreferences/safeguards.mdGenerated Mar 1, 2026
A fast-growing SaaS company uses OpenClaw for customer support automation and internal documentation. As user base expands, context bloat from chat transcripts and cron job outputs causes slow response times and rising API costs. They need to optimize model routing and implement NO_REPLY patterns for automated tasks.
An e-commerce retailer uses OpenClaw for order status updates, inventory alerts, and customer service routing. Their current setup mixes notification and processing tasks, causing context pollution. They need to separate alerting from execution and implement isolated agentTurns for background order processing.
A financial institution uses OpenClaw for regulatory compliance checks and audit trail generation. Heavy cron jobs produce verbose outputs that bloat context, while reliability concerns require circuit breakers and snapshot backups. They need cost-aware routing for different compliance task types.
A medical research organization uses OpenClaw for processing research data and generating reports. They have complex cron jobs with fragile bash commands and need to optimize model selection for coding vs reasoning tasks while maintaining strict data privacy safeguards.
A media company uses OpenClaw for content scheduling, social media posting, and analytics reporting. Their setup has reliability risks from unmonitored cron failures and needs optimization of heartbeat coverage versus operational costs for different content types.
Offer OpenClaw optimization audits and implementation services to companies using AI agents. Charge per audit or retainer for ongoing optimization maintenance, focusing on cost reduction and reliability improvements.
Provide fully managed OpenClaw operations including configuration, monitoring, and optimization. Target companies that want AI capabilities without in-house expertise, offering SLA-backed reliability and cost management.
Develop and sell automated optimization tools that analyze OpenClaw setups and suggest improvements. Offer tiered subscriptions with features like cost forecasting, context analysis, and automated patch generation.
đź’¬ Integration Tip
Start with audit-only mode to build trust before proposing changes, and always maintain clear rollback plans for each optimization.
Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞
Use the ClawdHub CLI to search, install, update, and publish agent skills from clawdhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawdhub CLI.
Clawdbot documentation expert with decision tree navigation, search scripts, doc fetching, version tracking, and config snippets for all Clawdbot features
Interact with Moltbook social network for AI agents. Post, reply, browse, and analyze engagement. Use when the user wants to engage with Moltbook, check their feed, reply to posts, or track their activity on the agent social network.
OpenClaw CLI wrapper — gateway, channels, models, agents, nodes, browser, memory, security, automation.
MoltGuard — runtime security plugin for OpenClaw agents by OpenGuardrails. Helps users install, register, activate, and check the status of MoltGuard. Use wh...