Find where your Claude Code tokens go with a free offline tool
One of his Claude Code sessions ran 9,849 turns with 68 compactions, and 280 times he came back after the cache expired so the whole context was rewritten. He built a free offline tool with an AI agent to show where his tokens went.
Source
@ramanp1020 on X · 2026-10-19
Written in our own words. Credit to the original author. Link checked 2026-10-19.
What they did
One of his Claude Code sessions ran 9,849 turns with 68 compactions, and 280 times he came back after the cache expired so the whole context was rewritten. He built a free offline tool with an AI agent to show where his tokens went.
Result (as claimed)
A clear view of cache misses and compactions eating tokens.
Tools they used
Cost: Claude Code: from $17/mo.
Set it up
Pick a contained repo or task
Start on a branch or side project where mistakes are cheap.
Install and configure
Set up Claude Code. Read what it can run on your machine and limit permissions where possible.
Run it on a real task
Give it a well-scoped issue and let it work. Review the diff like any pull request.
Add guardrails
Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.
Copy the full setup prompt
Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.
You are helping me set up this AI use case end to end in Claude Code. Goal: Find where your Claude Code tokens go with a free offline tool What the original author did: One of his Claude Code sessions ran 9,849 turns with 68 compactions, and 280 times he came back after the cache expired so the whole context was rewritten. He built a free offline tool with an AI agent to show where his tokens went. Reported result (as claimed by the author): A clear view of cache misses and compactions eating tokens. Source: https://x.com/ramanp1020/status/2112090874389967031 Tools they used: Claude Code Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Codex. Goal: Find where your Claude Code tokens go with a free offline tool What the original author did: One of his Claude Code sessions ran 9,849 turns with 68 compactions, and 280 times he came back after the cache expired so the whole context was rewritten. He built a free offline tool with an AI agent to show where his tokens went. Reported result (as claimed by the author): A clear view of cache misses and compactions eating tokens. Source: https://x.com/ramanp1020/status/2112090874389967031 Tools they used: Claude Code Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Grok Bot. Goal: Find where your Claude Code tokens go with a free offline tool What the original author did: One of his Claude Code sessions ran 9,849 turns with 68 compactions, and 280 times he came back after the cache expired so the whole context was rewritten. He built a free offline tool with an AI agent to show where his tokens went. Reported result (as claimed by the author): A clear view of cache misses and compactions eating tokens. Source: https://x.com/ramanp1020/status/2112090874389967031 Tools they used: Claude Code Category: Dev & ops Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
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Guides for this use case
How to vibe code an app with Claude Code ยท How to cut AI coding agent costs and token use
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