Model Pilot v2.0#

Install: clawhub install model-pilot

Stop overpaying for intelligence. Match every task to the cheapest model that delivers the quality you need.

Language#

Detect from user's message language. Default: English.

When to Activate#

• User explicitly asks about model choice or cost
• A task is starting that will be expensive (agent judgment — don't analyze trivial tasks)
• User says "save tokens", "cheaper model", "right model?"

Do NOT activate for trivial tasks — formatting, greetings, simple lookups.

Quick Complexity Check#

Before an expensive task, ask yourself:

text

1. What is the task? (classify)
2. What model is active?
3. Could a cheaper model handle this equally well?
4. If yes → recommend switch + estimated savings
5. If no → proceed, explain why

Tier Classification#

TierTasksModel🟢 RoutineFormatting, Q&A, reminders, greetings, file opsCheapest available🟡 IntermediateEmail drafting, code review, data analysis, translationsMid-tier🔴 ComplexArchitecture decisions, creative writing, debugging complex issuesBest available

Signal: Task needs <1000 output tokens + no creativity = Tier 1.

Live Pricing#

Fetch current pricing when user asks about costs:

text

web_fetch https://z.ai/pricing
web_search "openai gpt-4o pricing per token"

Do NOT hardcode prices — they change frequently. Always fetch live.

Cost Estimation#

Quick formula:

text

Estimated cost = (input_tokens / 1M × input_price) + (output_tokens / 1M × output_price)

Show to user:

text

Model: GLM-5-Turbo
  Input: ~5K tokens
  Output: ~2K tokens
  Estimated cost: ~$0.002
  Could use: GLM-4 (~$0.001) — saves ~50%

Quick Commands#

User saysAction"right model?"Quick complexity check"model cost"Cost estimate for current task"compare models"Live pricing comparison"cheaper option"Find cheaper model for same task

Guidelines for Agent#

1. Don't waste tokens analyzing cheap tasks — check only for expensive ones
2. Use live pricing — never hardcode
3. Be honest about quality — if cheaper means worse, say so
4. Keep it quick — 5 seconds of thinking max
5. Match user language

What This Skill Does NOT Do#

• Does NOT switch models automatically — recommends only
• Does NOT persist anything
• Does NOT access credentials
• Does NOT modify any files

More by TommoT2#

• cross-check — Auto-detect and verify assumptions in your responses
• context-brief — Persistent context survival across sessions
• setup-doctor — Diagnose and fix OpenClaw setup issues

Install the full suite:

bash

clawhub install model-pilot cross-check context-brief setup-doctor