Skip to content
cccskills
FreePublished on GitHub

adaptive-reasoning

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.

The English summary is being prepared. Showing the original description.

See how to install

Files included (1)

  • SKILL.md3.6 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Adaptive Reasoning

Self-assess complexity before responding. Adjust reasoning level dynamically.

Quick Assessment (run mentally on every request)

Score the request 0-10 on these dimensions:

SignalWeightExamples
Multi-step logic+3Planning, proofs, debugging chains
Ambiguity+2Nuanced questions, trade-offs, "it depends"
Code architecture+2System design, refactoring, security review
Math/formal reasoning+2Calculations, algorithms, logic puzzles
Novel problem+1No clear pattern, requires creativity
High stakes+1Production changes, irreversible actions

Subtract:

  • Routine/repetitive task: -2
  • Clear single answer: -2
  • Simple lookup/fetch: -3

Decision Thresholds

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.

Activation (Automatic)

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.

Visual Indicator

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)

How to Activate

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

Examples

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: 🧠🔥

Integration

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

When NOT to Escalate

  • 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

Auto-Downgrade

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

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

name: 4d-compression-core version: 1.0.2 description: "把长内容压缩成结构化向量——节省 60-80% Token,保留核心信息" metadata: { "openclaw": { "emoji": "🌀", "requires": { "bins": ["jq", "awk"] }, "triggers": ["压缩", "4d",...

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

Use cheap, TEE-verified AI models from the 0G Compute Network as OpenClaw providers. Discover available models and compare pricing vs OpenRouter, verify provider integrity via hardware attestation (Intel TDX), manage your 0G wallet and sub-accounts, and configure models in OpenClaw with one workflow. Supports DeepSeek, GLM-5, Qwen, and other models available on the 0G marketplace.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

Send and receive P2P messages using disposable numbers and PINs. No servers, no accounts. Use for human notifications, approval flows, and agent-to-agent communication.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

Query historical crypto market data from 0xArchive across Hyperliquid, Lighter.xyz, and HIP-3. Covers orderbooks, trades, candles, funding rates, open interest, liquidations, and data quality. Use when the user asks about crypto market data, orderbooks, trades, funding rates, or historical prices on Hyperliquid, Lighter.xyz, or HIP-3.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

0xwork

Free

Find and complete paid tasks on the 0xWork decentralized marketplace (Base chain, USDC escrow). Use when: the agent wants to earn money/USDC by doing work, discover available tasks, claim a bounty, submit deliverables, check earnings or wallet balance, or set up as a 0xWork worker. Task categories: Writing, Research, Social, Creative, Code, Data. NOT for: posting tasks (use the website), managing the 0xWork platform, or frontend development.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

Patterns and practices that dramatically accelerate development velocity. Covers parallel execution, automation, feedback loops, workflow optimization, and anti-pattern avoidance. Use when starting projects, planning sprints, optimizing workflows, or onboarding developers.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

See all skills by modbender

Report a problem with this skill