Low-Spec Optimizer
/install low-spec-optimizer
Low-Spec Optimizer
Help OpenClaw run smoothly on machines with limited resources.
Quick Start
Check current resources:
bash \x3Cskill-dir>/scripts/check_resources.sh
Parse output with jq:
bash \x3Cskill-dir>/scripts/check_resources.sh | jq '.alert, .ram.pct, .cpu.pct'
Workflow
1. Check resources before heavy operations
Before spawning subagents, opening browser, or running intensive tasks:
bash \x3Cskill-dir>/scripts/check_resources.sh
Decision matrix based on alert field:
- OK (\x3C 60% RAM): Proceed normally
- ELEVATED (60-75%): Limit to 1 subagent, close browser first
- WARNING (75-90%): Run cleanup, avoid spawning, warn user
- CRITICAL (> 90%): Emergency cleanup, ask user before proceeding
2. Cleanup when needed
# Dry run first
bash \x3Cskill-dir>/scripts/cleanup_sessions.sh --dry-run
# Execute cleanup
bash \x3Cskill-dir>/scripts/cleanup_sessions.sh
# Aggressive (includes npm/pip/journal)
bash \x3Cskill-dir>/scripts/cleanup_sessions.sh --aggressive
3. Apply config recommendations
For machines with ≤4GB RAM, suggest OpenClaw config changes. See references/config-guide.md for full details.
Key recommendations:
- Use free/lightweight models (hunter-alpha, GLM-4.5-air)
- Set thinking to
"off"unless needed - Limit concurrent subagents to 2 max
- Always close browser after use
- Prefer
web_fetchover browser automation - Use
mode: "run"for subagents (auto-cleanup)
4. Proactive monitoring (heartbeat)
During heartbeats on low-spec machines:
bash \x3Cskill-dir>/scripts/check_resources.sh | jq -r '.alert'
If alert is WARNING or CRITICAL, notify the user with specifics:
- Which process is consuming most memory
- How much is free
- Recommended action (cleanup, close apps, restart)
Rules for constrained environments
- One browser at a time — never parallel browser sessions
- Close everything after use — browser, subagent sessions, temp files
- Check before opening — always check RAM before heavy operations
- Prefer lightweight alternatives —
web_fetch> browser,mode: "run">mode: "session" - Batch operations — combine tasks instead of spawning separate sessions
- Use cron over heartbeat — for precise scheduling, use cron with isolated sessions
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install low-spec-optimizer - 安装完成后,直接呼叫该 Skill 的名称或使用
/low-spec-optimizer触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Low-Spec Optimizer 是什么?
Optimize OpenClaw performance on machines with limited resources (4GB RAM or less, old CPUs). Use when (1) user mentions slow performance, high RAM usage, or... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 258 次。
如何安装 Low-Spec Optimizer?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install low-spec-optimizer」即可一键安装,无需额外配置。
Low-Spec Optimizer 是免费的吗?
是的,Low-Spec Optimizer 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Low-Spec Optimizer 支持哪些平台?
Low-Spec Optimizer 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Low-Spec Optimizer?
由 lunaviva211-sketch(@lunaviva211-sketch)开发并维护,当前版本 v1.0.0。