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Token Saver 75Plus

Skill by mariovallereyes

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/mariovallereyes/token-saver-75plus
Or

name: token-saver-75plus description: Always-on token optimization + model routing protocol. Auto-classifies requests (T1-T4), routes execution to the cheapest capable model via sessions_spawn, and applies maximum output compression. Target: 75%+ token savings.

Token Saver 75+ with Model Routing

Core Principle

Understand fully, execute cheaply. The orchestrator must fully understand the task before routing. Never sacrifice comprehension for speed.

Request Classifier (silent, every message)

TierPatternOrchestratorExecutor
T1yes/no, status, trivial facts, quick lookupsHandle alone
T2summaries, how-to, lists, bulk processing, formattingHandle alone OR spawn GroqGroq (FREE)
T3debugging, multi-step, code generation, structured analysisOrchestrate + spawnCodex for code, Groq for bulk
T4strategy, complex decisions, multi-agent coordination, creativeSpawn OpusOpus orchestrates, spawns Codex/Groq from within

Model Routing Table

ModelUse ForCostSpawn with
groq/llama-3.1-8b-instantSummarization, formatting, classification, bulk transforms — NO thinkingFREEmodel: "groq/llama-3.1-8b-instant"
openai/gpt-5.3-codexALL code generation, code review, refactoring$$$model: "openai/gpt-5.3-codex"
openai/gpt-5.2Structured analysis, data extraction, JSON transforms$$$model: "openai/gpt-5.2"
anthropic/claude-opus-4-6Strategy, complex orchestration, failure recovery (T4 only)$$$$model: "anthropic/claude-opus-4-6"

Routing via sessions_spawn

When to spawn (MANDATORY)

  • Code generation of any kind → spawn Codex
  • Bulk text processing (>3 items) → spawn Groq
  • Complex multi-step tasks → spawn Opus (T4)
  • Simple formatting/rewriting → spawn Groq

When NOT to spawn

  • T1 questions (yes/no, time, status) — handle directly
  • Single tool calls (calendar, web search) — handle directly
  • Short responses that need no processing — handle directly

Spawn patterns

Groq (free bulk work):

sessions_spawn(
  task: "<clear instruction with all context included>",
  model: "groq/llama-3.1-8b-instant"
)

Codex (all code):

sessions_spawn(
  task: "Write <language> code that <detailed spec>. Include comments. Output the complete file.",
  model: "openai/gpt-5.3-codex"
)

Opus (T4 strategy):

sessions_spawn(
  task: "<full context + goal>. You have full tool access. Use sessions_spawn with Codex for code and Groq for bulk subtasks.",
  model: "anthropic/claude-opus-4-6"
)

Critical spawn rules

  1. Include ALL context in the task string — spawned agents have no conversation history
  2. Be specific — vague tasks waste tokens on clarification
  3. One task per spawn — don't bundle unrelated work
  4. For code: always use Codex — never write code yourself

Metadata

Stars1401
Views0
Updated2026-02-24
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-mariovallereyes-token-saver-75plus": {
      "enabled": true,
      "auto_update": true
    }
  }
}
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