Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions.
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions.
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
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.
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.
Self-assess complexity before responding. Adjust reasoning level dynamically.
Score the request 0-10 on these dimensions: SignalWeightExamplesMulti-step logic+3Planning, proofs, debugging chainsAmbiguity+2Nuanced questions, trade-offs, "it depends"Code architecture+2System design, refactoring, security reviewMath/formal reasoning+2Calculations, algorithms, logic puzzlesNovel problem+1No clear pattern, requires creativityHigh stakes+1Production changes, irreversible actions Subtract: Routine/repetitive task: -2 Clear single answer: -2 Simple lookup/fetch: -3
ScoreAction≤2Stay fast. No reasoning needed.3-5Standard response. Light internal deliberation.6-7Consider /reasoning on or pause to think explicitly.≥8Activate extended thinking. Complex problem warrants it.
Do not ask. Just activate. ScoreAction≤5Respond normally. No change.6-7Enable reasoning silently. Add 🧠 at end of response.≥8Enable reasoning. Add 🧠🔥 at end of response.
Always append the reasoning icon at the very end of your response: Score 6-7: 🧠 (thinking mode active) Score ≥8: 🧠🔥 (deep thinking mode) Score ≤5: No icon (fast mode)
Use session_status tool or /reasoning on command internally before responding: /reasoning on Or via tool: {"action": "session_status", "reasoning": "on"} After completing a complex task, optionally disable to save tokens on follow-ups: /reasoning off
Low complexity (score: 1) "What time is it in Tokyo?" → Simple lookup. Answer immediately. No icon. Medium complexity (score: 4) "Refactor this function to be more readable" → Standard response with brief explanation. No icon. High complexity (score: 7) "Design a caching strategy for this API with these constraints..." → Enable reasoning. Thoughtful response ends with: 🧠 Very high complexity (score: 9) "Debug why this distributed system has race conditions under load" → Enable extended thinking. Deep analysis ends with: 🧠🔥
This skill runs as mental preprocessing. No external tools needed. For explicit control: /reasoning on — Enable extended thinking /reasoning off — Disable (faster responses) /status — Check current reasoning state
User explicitly wants quick answer ("just tell me", "quick", "tldr") Time-sensitive requests where speed matters more than depth Conversational/social messages (banter, greetings) Already in reasoning mode for this session User previously disabled reasoning in this conversation
After completing a complex task (score ≥6), if the next message is simple (score ≤3): Silently disable reasoning to save tokens Resume normal fast responses
Messaging, meetings, inboxes, CRM, and teammate communication surfaces.
Largest current source with strong distribution and engagement signals.