Tutorial

How to Cut Claude Code Token Cost Without Downgrading the Model

An r/ClaudeCode post upgraded to Max because Opus 4.7 burned through Plus. Walk-through to cut tokens without giving up the better model.

An r/ClaudeCode thread captured the bind: Opus 4.7 makes the agent better but burns through the Plus plan. The reflex is upgrade to Max. The cheaper fix is attacking where the tokens actually go.

Prerequisites

  • Claude Code CLI
  • An honest 1-day session log

Walkthrough

Step 1: Audit where tokens are going (1-day log)

Open the trace, count.

Text
// Categories: grep+read fanout, MCP descriptions, skill folder, attached docs, system prompt, model choice.

Step 2: Replace grep+read with a local code search MCP on large repos

Biggest single win.

Text
// Install Semble or sourcegraph-cody-bridge.

Step 3: Trim attached MCPs to 4-6 named ones

Reduce description bloat.

Bash
// Drop unused MCPs. Replace 5-8 narrow web skills with one Scavio MCP.

Step 4: Trim skill folder

Same logic, different surface.

Text
// 70 skills → 20-30. See the trim-skills tutorial.

Step 5: Use Sonnet 4.6 by default; switch to Opus 4.7 only for hard tasks

Cheapest move.

Text
// Routine ops → Sonnet 4.6. Architecture decisions, novel logic, hard debugging → Opus 4.7.

Step 6: Re-measure after one week

Honest before/after.

Text
// Track total cost per week vs feature output. Expect 30-50% drop.

Python Example

Python
# Tuned Plus: ~$50/mo all-in. Blanket Max: $100-200/mo for similar output.

JavaScript Example

JavaScript
// Config-discipline tutorial.

Expected Output

JSON
Same agent quality on Opus 4.7 for hard tasks, lower model + tuned tools for everything else, and a per-month bill cut by 30-50%.

Related Tutorials

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Claude Code CLI. An honest 1-day session log. A Scavio API key gives you 500 free credits per month.

Yes. The free tier includes 500 credits per month, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

Start Building

An r/ClaudeCode post upgraded to Max because Opus 4.7 burned through Plus. Walk-through to cut tokens without giving up the better model.