Fermat's Last Token

Fermat's Last Token

A middleware layer for Claude Code that cuts token usage 34-51% on average via semantic context pruning, without changing your workflow.

🔗 Visit Fermat's Last Token
📁 AI & Machine Learning🗣️ English📅 August 29, 2026

Description

AI coding assistants like Claude Code can rack up a real bill, because every message you send drags along a growing pile of context — file contents, past turns, tool outputs — that the model has to re-read every time. Fermat's Last Token sits between you and Claude Code and quietly trims that context down to what actually matters before it's sent, so you pay for less without the assistant losing track of what it's doing.

Technically, it uses semantic context pruning and purpose-built, optimized tool calls to reduce token expenditure by a documented 34-51% on average, while preserving critical instructions and task state and falling back gracefully (fail-soft passthrough) if pruning risks losing something important. It works with Opus, Sonnet, and Haiku, integrates without requiring workflow changes, and offers organization-level support with centralized billing. Pricing is $20/month for unlimited usage, or an optional metered model where you pay only 10% of whatever it saves you — plus a free trial through the end of September. The company is Y Combinator-backed, founded by researchers with backgrounds at Stanford, AWS, Apple, and Accenture, and publishes its benchmark methodology openly on GitHub.

💬 Our review

The short version: if your Claude Code API bill is a real line item, Fermat's Last Token is a low-risk way to cut it by roughly a third to half, especially with the pay-only-a-cut-of-savings pricing option removing most of the downside.

Against just manually managing context yourself (clearing conversations, being disciplined about what you paste in), the tool's advantage is that it works automatically and continuously, and the fail-soft design means it shouldn't silently break your session if it prunes something it shouldn't. Against Claude Code's own built-in /compact and context management, Fermat's Last Token claims to go further with semantic pruning rather than simple truncation, though — as with any third-party benchmark — the 34-51% figure is the vendor's own number and worth validating on your specific workload rather than taking at face value. At $20/month flat or 10% of savings, the metered option in particular is close to risk-free to try. Skip it if your usage is already light enough that token cost isn't a real pain point.

💰 Pricing

Paid$20/mo unlimited, or metered at 10% of savings. Free trial through Sept 30.

📊 Global score

53Average
🌐Availability15/100Faible

1 language · 0 platform

📄Profile90/100Excellent

Profile completeness

🤖 AI-enriched data

💰 Pricing model
💳 paid

$20/month for unlimited usage, or metered billing at 10% of savings. 2-week free trial through September 30.

👥 Target audienceDevelopers and teams using Claude Code for software engineering who want to reduce API token costs while preserving output quality
🗣️ LanguagesEnglish
🌍 Target countriesGlobal
👍

Pros

Documented 34-51% average token savings

No workflow changes required to adopt

Fail-soft passthrough avoids silently breaking sessions

Metered pricing option (10% of savings) makes it near risk-free to try

Open benchmark methodology published on GitHub

👎

Cons

Savings figures are the vendor's own benchmark, worth validating on your workload

Only useful if token cost is already a meaningful pain point

$20/month flat tier adds cost on top of your existing Claude Code usage

Third-party layer between you and Claude Code — one more dependency to trust

❓ Frequently asked questions

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