Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Tencent SkillHub · Developer Tools
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Auto-detect task complexity for Claude models (Haiku + Sonnet). Route simple tasks to Haiku, escalate complex ones to Sonnet. Save 50%+ on API costs. | 適用 Claude 模型（Haiku + Sonnet），自動偵測任務難度，簡單用 Haiku，複雜升級 Sonnet，輕鬆省下 50% 以上的費用。— RULES: Before responding, classify the task. If it matches an escalation trigger, call sessions_spawn with the full task and model anthropic/claude-sonnet-4-20250514 IMMEDIATELY. Do NOT answer complex tasks yourself. ESCALATE: analysis, comparisons, planning, strategy, code >10 lines, reports, proposals, multi-step reasoning, tables, outlines, charts, long writing >3 paragraphs, summarization, long translation. NEVER on Haiku: comparison tables, code >10 lines, multi-step analysis, reports, complex reasoning. STAY on Haiku: factual Q&A, definitions, greetings, reminders, short lookups, casual chat, 1-2 sentence tasks. When in doubt, escalate. Keep Haiku replies concise.
skill openclawclawhub Free
Auto-detect task complexity for Claude models (Haiku + Sonnet). Route simple tasks to Haiku, escalate complex ones to Sonnet. Save 50%+ on API costs. | 適用 Claude 模型（Haiku + Sonnet），自動偵測任務難度，簡單用 Haiku，複雜升級 Sonnet，輕鬆省下 50% 以上的費用。— RULES: Before responding, classify the task. If it matches an escalation trigger, call sessions_spawn with the full task and model anthropic/claude-sonnet-4-20250514 IMMEDIATELY. Do NOT answer complex tasks yourself. ESCALATE: analysis, comparisons, planning, strategy, code >10 lines, reports, proposals, multi-step reasoning, tables, outlines, charts, long writing >3 paragraphs, summarization, long translation. NEVER on Haiku: comparison tables, code >10 lines, multi-step analysis, reports, complex reasoning. STAY on Haiku: factual Q&A, definitions, greetings, reminders, short lookups, casual chat, 1-2 sentence tasks. When in doubt, escalate. Keep Haiku replies concise.
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Install for OpenClaw
Quick setup
- Download the package from Yavira.
- Extract the archive and review SKILL.md first.
- Import or place the package into your OpenClaw setup.
Package facts
- Download mode
- Yavira redirect
- Package format
- ZIP package
- Source platform
- Tencent SkillHub
- What's included
- SKILL.md
Validation
- Use the Yavira download entry.
- Review SKILL.md after the package is downloaded.
- Confirm the extracted package contains the expected setup assets.
Install with your agent
Agent handoff
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
New install
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
Upgrade existing
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
Trust & source
Release facts
- Source
- Tencent SkillHub
- Verification
- Indexed source record
- Version
- 4.2.0
Provenance
- Publisher
- peterokase42
- Source page
- View original listing
- Canonical URL
- Open canonical page
Documentation
Save Money
Run on Haiku by default. Only spawn Sonnet when the task actually needs it. Save 50%+ on API costs.
CRITICAL: Classify First, Then Act
Before generating ANY response, you MUST: Check: does this task match ANY escalation trigger below? If YES → call sessions_spawn() IMMEDIATELY. Do NOT attempt to answer yourself. If NO → respond directly on the current model. When in doubt, escalate. A wrong escalation only costs a few cents. A bad answer on Haiku wastes the user's time.
Rule of Thumb
If a human would need more than 30 seconds of focused thinking, escalate. 如果一個人需要超過 30 秒的專注思考才能完成，就升級模型。
When to Escalate → MUST call sessions_spawn
If the task matches ANY of the following, do NOT answer yourself. Instead, IMMEDIATELY call: sessions_spawn( message: "<the full task description>", model: "anthropic/claude-sonnet-4-20250514", label: "<short task label>" )
Escalation triggers
Analysis & evaluation — compare options, assess trade-offs, review documents Planning & strategy — project plans, roadmaps, business models, architecture Long-form writing — reports, proposals, articles, presentations, emails > 3 paragraphs Code generation — write functions, build features, refactor, debug complex issues Multi-step reasoning — anything with "first... then... finally" or numbered steps Summarize large content — long documents, full articles, meeting transcripts Long translation — paragraphs or full documents (not single sentences) Creative writing — copywriting, ad scripts, naming with brand constraints Structured output — tables, outlines, formatted documents, comparison charts
By how people actually ask
LanguageEscalate — real examplesEnglish"Can you analyze this for me?", "Write me a report on...", "Help me plan...", "What are the pros and cons?", "Build a script that...", "Compare A vs B", "Step by step, how do I...", "Draft a proposal for..."繁體中文"欸幫我看一下這個報告", "幫我想一下怎麼回客戶", "這兩個方案哪個比較好", "寫一封信給老闆", "幫我整理一下這份資料", "我該怎麼處理這個問題", "可以幫我寫一個程式嗎", "幫我規劃一下行程", "有什麼辦法可以改善", "這個東西要怎麼設計比較好"日本語"これを分析してもらえますか", "レポートを書いてください", "計画を立ててほしい", "AとBを比較して", "コードを書いてほしい", "この資料をまとめて", "提案書を作って", "どうすればいいか考えて"한국어"이거 분석해줘", "보고서 작성해줘", "계획 세워줘", "A랑 B 비교해줘", "코드 짜줘", "이 자료 정리해줘", "제안서 만들어줘", "어떻게 하면 좋을까?"Deutsch"Kannst du das analysieren?", "Schreib mir einen Bericht", "Hilf mir das zu planen", "Vergleich A mit B", "Schreib ein Skript für...", "Fass das zusammen", "Wie soll ich das lösen?", "Erstell einen Entwurf"
By complexity signals
Prompt is longer than 200 characters with specific requirements Contains multiple conditions or constraints Asks for structured output (tables, outlines, formatted documents) Professional context: proposal, presentation, resume, contract
NEVER do this on Haiku
NEVER write a comparison table yourself — escalate NEVER write code longer than 10 lines yourself — escalate NEVER write more than 3 paragraphs yourself — escalate NEVER do multi-step analysis yourself — escalate NEVER write a report or proposal yourself — escalate NEVER attempt complex reasoning chains yourself — escalate If you catch yourself writing a long response for a complex task, STOP and call sessions_spawn instead.
When to Stay on Haiku
Factual Q&A — "what is X", "who is Y", "when did Z happen" Quick lookups — definitions, short translations (single sentences), unit conversions Memory & reminders — "remember this", "remind me to..." Casual conversation — greetings, small talk, jokes Status checks — "what's on my calendar", simple file reads One-liner tasks — anything answerable in 1-2 sentences LanguageStay — real examplesEnglish"What's the weather?", "Remind me at 3pm", "What does OKR mean?", "Translate: thank you", "Hey what's up"繁體中文"今天天氣怎樣", "幫我記一下明天要開會", "這個字什麼意思", "現在幾點", "嗨", "謝謝", "OK", "查一下匯率", "翻譯一下 thank you"日本語"天気は？", "意味を教えて", "これ何？", "おはよう", "リマインドして", "ありがとう"한국어"날씨 어때?", "뜻이 뭐야?", "이게 뭐야?", "안녕", "알림 설정해줘", "고마워"Deutsch"Wie ist das Wetter?", "Was bedeutet das?", "Was ist das?", "Hallo", "Erinner mich um 3", "Danke"
Save even more: keep responses short
When on Haiku, keep replies concise. Fewer output tokens = lower cost. Simple question → 1-2 sentence answer, don't over-explain Lookup → give the answer, skip the preamble Greeting → short and warm, no essays
Save even more: de-escalate
If a conversation was escalated to Sonnet but the follow-up is simple, switch back to Haiku. User: "幫我分析這份報告" → Sonnet ✓ User: "好，那就用第一個方案" → back to Haiku ✓ User: "幫我記住這個結論" → Haiku ✓ Don't stay on the expensive model just because the conversation started there. Return the result directly. Do NOT mention the model switch unless the user asks.
Other providers
This skill is written for Claude (Haiku + Sonnet). Swap model names for other providers: RoleClaudeOpenAIGoogleCheap (default)claude-3-5-haikugpt-4o-minigemini-flashStrong (escalate)claude-sonnet-4gpt-4ogemini-pro
Why the description field is so long
The Clawdbot skill system only injects the frontmatter description field into the system prompt — the body of SKILL.md is not automatically included. The model may optionally read the full file, but it is not guaranteed. Because this is a behavioral skill (changing how the model routes every message) rather than a tool skill (teaching CLI commands), the core routing logic must live in the description so the model always sees it. The body above serves as extended documentation: detailed trigger lists, multilingual examples, and usage tips that the model can reference if it reads the file. TL;DR: description = what the model always sees. body = reference docs. 小安 Ann Agent — Taiwan 台灣 Building skills and local MCP services for all AI agents, everywhere. 為所有 AI Agent 打造技能與在地 MCP 服務，不限平台。
Category context
Code helpers, APIs, CLIs, browser automation, testing, and developer operations.
Source: Tencent SkillHub
Largest current source with strong distribution and engagement signals.
Package contents
Included in package
1 Docs
- SKILL.md