inference-optimizer
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.
Best use case
inference-optimizer is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
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.
Teams using inference-optimizer should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/inference-optimizer/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How inference-optimizer Compares
| Feature / Agent | inference-optimizer | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
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.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Inference Optimizer Optimize OpenClaw for maximum inference speed and minimum token usage. When user sends `/optimize` or `/audit`, exec the audit script and return raw output. When user approves purge, exec the purge script. ## Triggers - `/optimize` — run audit - `/audit` — same as /optimize - "purge sessions", "purge stale", "clean up sessions" — after audit, if user approves ## Workflow 1. **Audit:** Exec `bash <skill_dir>/scripts/openclaw-audit.sh`, return raw output. Do NOT ask what to optimize. Do NOT list options. 2. **Purge:** If user approves purge after audit, exec `bash <skill_dir>/scripts/purge-stale-sessions.sh`, return raw output. 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. ## Allowlist Purge script needs: `find`, `find *`, `find **`, `rm`, `rm *`, `rm **`, `bash`, `bash *`, `bash **`. Add to `exec-approvals.json` for the agent if purge is blocked.
Related Skills
twitter-algorithm-optimizer
Analyze and optimize tweets for maximum reach using Twitter's open-source algorithm insights. Rewrite and edit user tweets to improve engagement and visibility based on how the recommendation system ranks content.
tcm-meridian-inference
TCM meridian inference engine — health scoring from 6-meridian measurements
skill-search-optimizer
Optimize agent skills for discoverability on ClawdHub/MoltHub. Use when improving search ranking, writing descriptions for semantic search, understanding how the registry indexes skills, testing search visibility, or analyzing why a skill isn't being found.
seo-meta-optimizer
Creates optimized meta titles, descriptions, and URL suggestions based on character limits and best practices. Generates compelling, keyword-rich metadata. Use PROACTIVELY for new content.
prompt-optimizer
Evaluate, optimize, and enhance prompts using 58 proven prompting techniques. Use when user asks to improve, optimize, or analyze a prompt; when a prompt needs better clarity, specificity, or structure; or when generating prompt variations for different use cases. Covers quality assessment, targeted improvements, and automatic optimization across techniques like CoT, few-shot learning, role-play, and 50+ more.
outbound-optimizer
Use this skill when users need to improve cold outreach, optimize cold emails or DMs, increase response rates, or turn outbound from spam into revenue. Activates for cold outreach optimization, prospecting strategy, or "my outbound isn't working" problems.
geo-content-optimizer
Use when the user asks to "optimize for AI", "get cited by ChatGPT", "AI optimization", "appear in AI answers", "GEO optimization", "get cited by AI", "show up in ChatGPT answers", "AI does not mention my brand", or "make content AI-quotable". Optimizes content for Generative Engine Optimization (GEO) to increase chances of being cited by AI systems like ChatGPT, Claude, Perplexity, and Google AI Overviews. Makes content AI-friendly while maintaining SEO value. For SEO-focused writing, see seo-content-writer. For entity and brand presence, see entity-optimizer.
feishu-doc-optimizer
飞书云文档内容优化与格式美化。当用户需要优化飞书文档的排版、结构、格式、美观度时使用此技能。支持：(1) 读取飞书文档内容 (2) 优化文档结构和层次 (3) 清空并替换文档内容 (4) 通过浏览器自动化编辑文档。触发词：优化飞书文档、美化文档、整理文档格式、文档排版。
wemp-operator
> 微信公众号全功能运营——草稿/发布/评论/用户/素材/群发/统计/菜单/二维码 API 封装
zsxq-smart-publish
Publish and manage content on 知识星球 (zsxq.com). Supports talk posts, Q&A, long articles, file sharing, digest/bookmark, homework tasks, and tag management. Use when publishing content to 知识星球, creating/editing posts, uploading files/images/audio, managing digests, batch publishing, or formatting content for 知识星球.
zoom-automation
Automate Zoom meeting creation, management, recordings, webinars, and participant tracking via Rube MCP (Composio). Always search tools first for current schemas.
zoho-crm-automation
Automate Zoho CRM tasks via Rube MCP (Composio): create/update records, search contacts, manage leads, and convert leads. Always search tools first for current schemas.