Tokoscope – Automatic LLM token compression and cost monitoring in 2 lines

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Tokoscope — See Inside Your Token Usage

LLM token optimization<br>See inside your<br>bloated prompts.

Tokoscope audits, compresses, and monitors your LLM token usage so you ship leaner prompts and smaller bills.

Join the waitlist →<br>See how it works

Token usage · last 24h<br>live

chat/completions

1.2M

embeddings

640K

after tokoscope

440K

$1,430 monthly burn

63% waste flagged

$520 projected savings

40–70%

of tokens in average prompts are waste

$0.003

per 1K tokens adds up fast at scale

3x

typical reduction after prompt compression

What it does

Full visibility between<br>your app and the API.

Drop in one SDK line. Tokoscope sits in the middle, tracks every call, and shows you exactly where money is leaking.

🔭<br>Prompt inspector

Scans your system prompts and inputs for bloat — repeated instructions, redundant context, unnecessary preamble — and scores each one.

Smart caching

Detects semantically similar requests and serves cached responses. Near-identical prompts stop hitting the API twice.

✂️<br>Auto-compression

Rewrites verbose prompts to their minimum effective form without changing intent. Ships leaner, costs less, still works.

📊<br>Cost attribution

Break down spend by feature, endpoint, user, or team. Know which part of your product is burning the most — and why.

🚨<br>Budget alerts

Set spend thresholds per workspace or per key. Get notified before costs spike, not after the invoice lands.

🔌<br>Any LLM, one SDK

Works with OpenAI, Anthropic, Gemini, Mistral, and any OpenAI-compatible endpoint. One integration, full visibility.

Dead simple setup

Two lines.<br>Full visibility.

Wrap your existing client. No infrastructure changes. Works in Node, Python, or any HTTP stack.

Get API key →

app.js

// Before<br>import OpenAI from 'openai';<br>const client = new OpenAI();

// After — that's it<br>import { wrap } from 'tokoscope';<br>const client = wrap(<br>new OpenAI(),<br>{ apiKey: 'ts_live_...' }<br>);

// All your existing calls, unchanged.<br>// Tokoscope handles the rest.<br>const res = await client.chat<br>.completions.create({<br>model: 'gpt-4o',<br>messages: [...]<br>});

Pricing

Pay less than you save.

Tokoscope pays for itself. If it doesn't cut your LLM bill, cancel anytime.

Free

$0

forever

✓ 500K tokens / month monitored

✓ Usage dashboard

✓ Basic prompt scoring

✓ 1 workspace

Start free

Most popular

Pro

$49

per workspace / month

✓ Unlimited tokens monitored

✓ Auto-compression

✓ Semantic caching

✓ Cost attribution

✓ Budget alerts

✓ 5 workspaces

Get early access

Team

$99

per month + usage

✓ Everything in Pro

✓ Unlimited workspaces

✓ Per-user attribution

✓ Slack / webhook alerts

✓ Priority support

Contact us

Your LLM bill is too high.<br>Let's fix that.

Join the waitlist. Early access ships this quarter.

Notify me

tokoscope prompts openai token usage compression

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