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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-75plusOr
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)
| Tier | Pattern | Orchestrator | Executor |
|---|---|---|---|
| T1 | yes/no, status, trivial facts, quick lookups | Handle alone | — |
| T2 | summaries, how-to, lists, bulk processing, formatting | Handle alone OR spawn Groq | Groq (FREE) |
| T3 | debugging, multi-step, code generation, structured analysis | Orchestrate + spawn | Codex for code, Groq for bulk |
| T4 | strategy, complex decisions, multi-agent coordination, creative | Spawn Opus | Opus orchestrates, spawns Codex/Groq from within |
Model Routing Table
| Model | Use For | Cost | Spawn with |
|---|---|---|---|
groq/llama-3.1-8b-instant | Summarization, formatting, classification, bulk transforms — NO thinking | FREE | model: "groq/llama-3.1-8b-instant" |
openai/gpt-5.3-codex | ALL code generation, code review, refactoring | $$$ | model: "openai/gpt-5.3-codex" |
openai/gpt-5.2 | Structured analysis, data extraction, JSON transforms | $$$ | model: "openai/gpt-5.2" |
anthropic/claude-opus-4-6 | Strategy, 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
- Include ALL context in the task string — spawned agents have no conversation history
- Be specific — vague tasks waste tokens on clarification
- One task per spawn — don't bundle unrelated work
- For code: always use Codex — never write code yourself
Metadata
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Paste this into your clawhub.json to enable this plugin.
{
"plugins": {
"official-mariovallereyes-token-saver-75plus": {
"enabled": true,
"auto_update": true
}
}
}Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.