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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.

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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

  • How to Trim Your Claude/Hermes Skills Folder for Token Cost

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 50 free credits on signup.

Yes. The free tier includes 50 credits on signup, 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.

Related Resources

Comparison

Claude Max vs Claude Plus

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Best Of

Best Claude Code Plans for Real Workloads (2026)

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Use Case

Claude Code Token Cost MCP Stack

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Best Of

Best Claude Code Token Reduction Tools (2026)

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Solution

HTML Token Savings Stack for Claude Code

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Use Case

Claude Code HTML Token Optimization

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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.

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