GUIDE
How to reduce Claude Code token usage
Last updated 27 October 2026. Most of the tokens Claude Code spends on a task go to finding the right code, not changing it. Here is where they go and what actually helps.
Where the tokens go
Before an agent edits anything it has to learn your codebase: list folders, search for names, open files, then open the files those import. On a large repository that exploration can be most of the task. Every file it reads stays in the conversation and is sent again with each later step, so an early wrong turn is paid for many times.
Six habits that help today
These work with or without any tool:
- Name the files: “fix the refresh check in auth/session.service.ts” beats “fix login”.
- Start fresh between tasks (/clear), so old context isn't re-sent.
- Ask for a plan first, then the edit: a plan is cheap, a wrong edit and its fix are not.
- Keep CLAUDE.md short: it is loaded on every turn.
- Say which tests to run instead of letting it run the whole suite.
- Split big tasks: one change per conversation.
Give the agent memory of the codebase
Synapse keeps a map of your repository (files, functions, who calls what, which tests cover what) and the history behind it (pull requests, reviews, commits). Over MCP, Claude Code gets a short brief before it starts: the files and line ranges to change, the callers, the pattern to follow and the tests to run. The exploring step mostly disappears.
In our benchmark (Claude Code with Sonnet, 7 real tasks on a repository Synapse had never seen, 2 runs each), Synapse cut tokens by 58% and cost by 48%, and every edit still compiled. Planning tasks saved the most. Results vary by repository and task.
Try it
Synapse is free to start: connect a GitHub repository and add it to Claude Code, Cursor or Claude in about two minutes. Create an account or read the docs.