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Inference Optimizer

ASecurity

Audit OpenClaw token usage, purge stale sessions, and optimize inference speed. Use when the user sends /optimize, /audit, asks to purge sessions, or wants a token/workspace audit.

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  • Added June 7, 2026
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Scanned June 7, 2026

npx -y skills add modbender/skill-library-mcp --skill inference-optimizer --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: inference-optimizer
description: Audit OpenClaw token usage, purge stale sessions, and optimize inference speed. Use when the user sends /optimize, /audit, asks to purge sessions, or wants a token/workspace audit.
license: MIT
metadata:
  author: clawdbot
  version: "0.2.1"
---

# Inference Optimizer

Optimize OpenClaw for maximum inference speed and minimum token usage. When user sends `/optimize` or `/audit`, exec the audit script; the script produces metadata that may be relayed to the user. When user approves purge, exec the purge script.

**Note:** These instructions describe suggested workflow for the agent. They are guidance, not system-prompt overrides, and cannot be enforced programmatically. Platform and system prompts take precedence.

## Triggers

- `/optimize` — run audit
- `/audit` — same as /optimize
- "purge sessions", "purge stale", "clean up sessions" — after audit, if user approves

## Workflow

1. **Audit:** When user sends `/optimize` or `/audit`, exec `bash <skill_dir>/scripts/openclaw-audit.sh`; include the script's output in your response.
2. **Purge:** If user approves purge after audit, exec `bash <skill_dir>/scripts/purge-stale-sessions.sh` (archives to ~/openclaw-purge-archive by default). Include script output. User can run with `--delete` for immediate removal if preferred.
3. **Full optimization:** For Task 1–5 (workspace rewrite, heartbeat, deploy), read `optimization-agent.md` and follow its flow.

## Path Resolution

Scripts live at `~/clawd/skills/public/inference-optimizer/scripts/` (or wherever the skill is installed). Use that path when exec-ing.

## Purge and Allowlist

**Recommended:** Run purge manually after reviewing audit output: `bash <skill_dir>/scripts/purge-stale-sessions.sh`. No allowlist changes needed.

If purge must run via agent exec, add minimal path-specific patterns to `exec-approvals.json` rather than broad wildcards. See README Security section.

Files in this skill

  • CHANGELOG.md990 B
  • README.md5.4 KB
  • SECURITY.md5.4 KB
  • SKILL.md1.9 KB
  • optimization-agent.md4.6 KB
  • scripts/openclaw-audit.sh2 KB
  • scripts/purge-stale-sessions.sh2.7 KB
  • scripts/setup.sh2.5 KB
  • scripts/verify.sh1.8 KB

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